Commit Graph

30 Commits

Author SHA1 Message Date
Fanrong Li
862bde99b6
draft[doc]: add mtp tech blog (#4580)
* add mtp tech blog.

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

* update figure size.

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

* update the figure caption style and add some code/pr links.

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

* fix figure captions.

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

* fix figure size and perf data.

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

* fix.

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

* fix.

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

* fix.

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

* fix.

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

* fix based on comments

Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>

* fix figure links.

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

---------

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>
Co-authored-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>
2025-05-23 13:54:21 +08:00
Shi Xiaowei
a98e7ea26b
fix: replace the image links in the blog (#4489)
Signed-off-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2025-05-20 22:39:25 +08:00
juney-nvidia
ddf01f6266
refine doc (#4422) 2025-05-19 06:06:22 +08:00
juney-nvidia
58e2d6ffa7
Refine doc (#4421) 2025-05-19 06:03:05 +08:00
juney-nvidia
ac610b394a
Refine doc (#4420) 2025-05-19 05:05:24 +08:00
Kefeng-Duan
f5b6d453aa
doc: DS r1 min latency blog (#4386)
* add best perf practice on DSR1

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* add ds-r1 min latency tech blog

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* rm redundant doc

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* refine table content

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* refine table content

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* relative path for images

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* refine precommit

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* pr4280 is merged

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

---------

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
2025-05-16 20:20:28 +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
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
Dom Brown
8709fe8b53
chore: bump version to 0.19.0 (#3598) (#3841)
test: add test cases for 0.19 release (#3608)

* fix test name



* add quickstart test for nemotron-ultra



* add rcca multi-node test case for deepseek-v3



* add rcca info



---------




squash (#3642)



fix: nvbugs/5187237: fix deterministic mode crash (#3448)

* nvbugs/5187237 nvbugs/5112075: fix deterministic mode error

* remove waive


* Revert "remove waive"

This reverts commit 0bf5486d19906d692bfb7a6262333c296b0087ac.



* revert ar fusion



---------



update fp8 doc (#3647)




tests: change qa perf test to trtllm-bench (#3619)




 fix: FP8 quantized lm_head (NvBug 5214229) (#3567)



infra: Add PR approval protection for the release branch (#3634)



fix: nvbugs/5231298: pytorch allreduce issue (#3673)



Fix: nvbugs/5222698 variable not defined (#3630)

* Fix: nvbugs/5222698 variable not defined



* Tidy code



---------



test:sync waives.txt from main branch by disabling test_perf/gpt_350m-cppmanager case (#3685)



test:restore fp8 kv cache testing for L0 (#3671)



doc: Update DeepSeek perf docs (#3693)

* Update DeepSeek perf docs



* update



* Apply suggestions from code review




---------




tests: waive test_llm_multi_node (#3664)



fix: update test_user_buffers_mm_add_prologue atol (#3711)



Fix: cherry-pick hmac encryption from main branch (#3635)

* security fix cherry-pick changes from main



* fix hmac in remote mpi session (#3649)



---------





Un-waive DS-V3-Lite tests. (#3621)



fix: FP8 kv accuracy (#3675)

* fix FP8 kv accuracy



* update doc



---------



Fix script options for engines. (#3622)



unwaive multi-node test (#3721)



chore : Split more tests out of gpt tests (#3524) (#3674)



doc:add torch examples link into torch backend documentation (#3749)




test: Get Eagle tests working (#3593) (#3722)




Waive L0 test (#3756)



waive failed case in perf test, change default max_batch_size to 512 and write config.json to output log (#3656)





Update ds v3 parameters in stress test. (#3676)

waive gemma on L20 (#3766)



https://nvbugs/5141291: Fix convert.py script for Qwen model. (#3758)

Include Qwen2VLDecoderLayer in the smooth_qwen2_model function.



fix: PP4 fixes and cleanup (#3688)




remove benchmark test list (#3643)



skip disagg deepseek test if sm!=90 (#3720)



test: skip failed cases on B200 (#3710)

* add skip condition to tests



* fix error



---------



test: [nvbug: 5234494] skip_pre_ada for fp8 cases (#3718)

* skip_pre_ada for fp8 cases



* update



* update after rebase



---------



add know issue to deepseek doc. (#3800)



Fix ModelOpt Mixtral AWQ OOM (#3714) (#3761)




Waive L0 tests (#3826)



fix: Reduce memory usage in fused moe op associated with AutoTuning and fix moe fallback issue. (#3793)

* Reduce memory usage in fused moe op associated with AutoTuning.
* Replace pre-defined bucket size strategy with a generating function based on the tune_max_num_tokens.
* Add free_memory logic of workspace in min_latency_mode fused moe path.



* Fix fused_moe fallback issue. (#3652)

min_latency_mode is only set to False during warmup phase. Thus when it becomes true during inference, all tactics fall back to the default one and thus cause perf regression.



---------



[doc] Better document for Draft-Target-Model (DTM) speculative decoding (#3797)




Fix pre-commit



Fix again



Address some review comments for the MI

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
Co-authored-by: Zhanrui Sun <184402041+ZhanruiSunCh@users.noreply.github.com>
2025-04-29 16:57:22 +08:00
QI JUN
d0d19e81ca
chore: fix some invalid paths of contrib models (#3818)
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-04-24 05:36:16 +08:00
Kaiyu Xie
dfbcb543ce
doc: fix path after examples migration (#3814)
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
2025-04-24 02:36:45 +08:00
Zongfei Jing
7eee9a9d28
doc: Update doc for Deepseek min latency (#3717)
* Tidy code

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

* Update doc for min latency deepseek

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

* Throw exception for RouterKernel when not running on sm90+

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

---------

Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
2025-04-22 23:07:59 +08:00
Kefeng-Duan
67949f7c39
Update README and add benchmarking blog for DeepSeek-R1 (#3232)
- Added a new entry in the README for the published benchmarking best practices for DeepSeek-R1.
- Introduced a new blog post detailing performance benchmarking configurations and procedures for DeepSeek-R1 in TensorRT-LLM, including installation, dataset preparation, and benchmarking steps for both B200 and H200 GPUs.

Signed-off-by: taoli <litaotju@users.noreply.github.com>
Co-authored-by: taoli <litaotju@users.noreply.github.com>
2025-04-10 17:00:49 +08:00
Kaiyu Xie
2ea17cdad2
Update TensorRT-LLM (#2792)
* Update TensorRT-LLM

---------

Co-authored-by: jlee <jungmoolee@clika.io>
2025-02-18 21:27:39 +08:00
Kaiyu Xie
c629546ce4
Update TensorRT-LLM (#2436) 2024-11-12 15:27:49 +08:00
Kaiyu Xie
8681b3a4c0
open source 4dbf696ae9b74a26829d120b67ab8443d70c8e58 (#2297)
* Update TensorRT-LLM

---------

Co-authored-by: Bhuvanesh Sridharan <bhuvanesh.sridharan@sprinklr.com>
Co-authored-by: Qingquan Song <ustcsqq@gmail.com>
2024-10-08 12:19:19 +02:00
Kaiyu Xie
bca9a33b02
Update TensorRT-LLM (#2008)
* Update TensorRT-LLM

---------

Co-authored-by: Timur Abishev <abishev.timur@gmail.com>
Co-authored-by: MahmoudAshraf97 <hassouna97.ma@gmail.com>
Co-authored-by: Saeyoon Oh <saeyoon.oh@furiosa.ai>
Co-authored-by: hattizai <hattizai@gmail.com>
2024-07-23 23:05:09 +08:00
Kaiyu Xie
66ef1df492
Update TensorRT-LLM (#1492)
* Update TensorRT-LLM

---------

Co-authored-by: Loki <lokravi@amazon.com>
2024-04-24 14:44:22 +08:00
石晓伟
850b6fa1e7
Update TensorRT-LLM (#1358)
Co-authored-by: Kaiyu <26294424+kaiyux@users.noreply.github.com>
2024-03-26 20:47:14 +08:00
Kaiyu Xie
0ab9d17a59
Update TensorRT-LLM (#1055)
* Update TensorRT-LLM

---------

Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2024-02-06 18:38:07 +08:00
juney-nvidia
a40dbae30d
Doc update 20240130 (#1009)
* doc updates
2024-01-31 03:40:22 +08:00
Kaiyu Xie
deaae40bd7
Update TensorRT-LLM (#787)
* Update TensorRT-LLM

---------

Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2024-01-02 17:54:32 +08:00
Kaiyu Xie
f7eca56161
Update TensorRT-LLM (#613)
* Update TensorRT-LLM

---------

Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
Co-authored-by: zhang-ge-hao <842720660@qq.com>
2023-12-08 17:49:24 +08:00
石晓伟
e093e48459
Update latest news (#549) 2023-12-04 22:04:00 +08:00
Kaiyu Xie
71f60f6df0
Update TensorRT-LLM (#524) 2023-12-01 22:27:51 +08:00
Kaiyu Xie
6755a3f077
Update TensorRT-LLM (#422)
* Update TensorRT-LLM

---------

Co-authored-by: Tltin <TltinDeng01@gmail.com>
Co-authored-by: zhaohb <zhaohbcloud@126.com>
Co-authored-by: Bradley Heilbrun <brad@repl.it>
Co-authored-by: nqbao11 <nqbao11.01@gmail.com>
Co-authored-by: Nikhil Varghese <nikhil@bot-it.ai>
2023-11-18 00:05:54 +08:00
Kaiyu Xie
ab7b4614b8
Update latest news (#378)
* Update latest news

* Minor modification
2023-11-14 17:15:36 +08:00
石晓伟
ec769d63f9
Add Latest News section (#365) 2023-11-13 20:56:22 +08:00
石晓伟
24cf8de078
Add Latest News section (#362)
Co-authored-by: Shi Xiaowei <xiaoweis@nvidia.com>
2023-11-13 15:17:23 +08:00
石晓伟
cd6bbab0b3
Add Latest News section (#315) 2023-11-08 15:04:33 +08:00