Commit Graph

207 Commits

Author SHA1 Message Date
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
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
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
Yan Chunwei
389614ca99
chore: remove data stage in serve example on slurm (#4138)
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
2025-05-08 11:18:56 +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
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
Chuang Zhu
09a28becae
fix cache buffer (#3942)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-05-07 09:49:44 +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
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
yuxianq
2cfcdbefee
feat: run mmlu and summarize without engine_dir. (#4056)
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-05-05 19:35:07 +08:00
Yechan Kim
061a6209b5
fix: [nvbug/5252057] Fix kv cache reuse on PyTorch multimodal (#4025)
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
2025-05-02 10:53:06 -07:00
bhsueh_NV
561ee44737
add ci and doc for qwen3 (#4022)
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
2025-05-02 14:13:38 +08:00
Lucas Liebenwein
be916b19e0
feat: [AutoDeploy] unfusing attention for native support (#3668)
* [AutoDeploy] unfused streamlined attention + caching

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

* improved unit testing

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

* reviewer feedback

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

* some updates to attn_mask handling

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

* updated manual benchmarking and cudagraph capture

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

---------

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
2025-05-02 09:06:49 +08:00
Erin
8fe7bdeacf
feat: LogitsProcessor in PyTorch backend (#3145)
* support lp in pytorch backend

Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>

* fix tp

Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>

---------

Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
2025-05-01 14:15:30 -07:00
YueWeng
b1621e8d4e
feat: add relaxed acceptance for DS (#3865)
* add relaxed acceptance for DS R1

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

* clean and update docs

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

* fix

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

* Modified based on review

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

* fix mtp manager issue

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

---------

Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>
Co-authored-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
2025-05-01 21:50:36 +08:00
Zhanrui Sun
86e7474a9b
chore: bump version to 0.20.0rc2 (#3949)
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
2025-04-30 11:44:43 +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
Jinyang Yuan
dafc28fb85
fix: Fix FMHA-based MLA in the generation phase and add MLA unit test (#3863) 2025-04-29 09:09:43 +08:00
Xianjie Qiao
3617e948fd
Add docs about DeepSeek-R1 long context support. (#3910)
* Add docs about DeepSeek-R1 long context support

Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>

* update docs

Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>

* reformat

Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>

---------

Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
2025-04-28 18:33:05 +08:00
Zhenhuan Chen
ad15e45f07
[TRTLLM-4638 ][feat] add best of n support with reward model in scaffolding (#3807)
Signed-off-by: Zhenhuan Chen <chenzhh3671@gmail.com>
2025-04-28 17:15:33 +08:00
Tao Li @ NVIDIA
2fe35924e3
Fix the link of doc (#3903)
Signed-off-by: taoli <litaotju@users.noreply.github.com>
Co-authored-by: taoli <litaotju@users.noreply.github.com>
2025-04-28 14:41:40 +08:00
milesial
362a8272f8
feat: llama4 input processor (#3383)
Signed-off-by: Alexandre Milesi <30204471+milesial@users.noreply.github.com>
Signed-off-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
Co-authored-by: Alexandre Milesi <30204471+milesial@users.noreply.github.com>
Co-authored-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
2025-04-25 16:47:14 -07:00
Mike Iovine
68e774ff9e
[chore] Add Llama 4 Maverick to quickstart README (#3848)
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
2025-04-26 01:04:24 +08:00
rakib-hasan
ccd1eb67ec
Adding local paths to the datasets to make them loadable in offline mode (#3750)
* adding local paths to the datasets to make them loadable in offline mode

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

* bert datasets should work on both offline and online mode

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

---------

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
2025-04-25 03:51:00 +08:00
Luis Vega
f95dbbb6cb
added nemotron-h to supported models (#3663)
Signed-off-by: Luis Vega <lvega@nvidia.com>
2025-04-24 10:41:32 -07:00
WeiHaocheng
3fc2a16920
feat(part 2): Enhance the integrated robustness of scaffolding with __init__.py #3305 (#3731)
Signed-off-by: fredw (generated by with_the_same_user script) <20514172+WeiHaocheng@users.noreply.github.com>
2025-04-24 18:47:03 +08:00
Zhanrui Sun
ae34d60108
chore: bump version to 0.20.0rc1 (#3834)
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
2025-04-24 17:43:37 +08:00
qixiang-99
3f67a4c9d8
fix: Set default prompts and media for multimodal quickstart example (#3792)
Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>
2025-04-23 22:02:28 -07:00
Mike Iovine
bc5fe7800d
[chore] Fix KV cache block reuse flag name in quickstart_advanced (#3781)
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
2025-04-24 06:02:47 +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
Daniel Cámpora
1299f27c74
fix: Fix C++ decoder synchronization in PyTorch (#3106)
* Use updateDecoderBuffers in python decoder.

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

* Fix synchronize in trtllm decoder.

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

* Enable by default.

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

* Use guided_decoder to setup seqslots and free them.

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

* Use always decode_async and update_requests.

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

* Update decoder buffers.

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

* Fix speculative decoding tests.

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

* Send new_tensors_host instead of assuming dict.

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

* Make default False in enable_trtllm_decoder.

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

* Partially fix mtp, partially fix py_executor.

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

* Update request states before sending disagg ctx cache.

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

* Fix disagg test for torch decoder.

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

* Make isend_tensor_list and recv_tensor_list for sending the tensors_host.

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

* Formatting.

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

* Fix rebase.

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

* Add disagg serving case to guided decoder.

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

* Get overlap scheduling to work.

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

* Update cutlass to main.

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

* Update after rebasing.

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

* Formatting.

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

* Update to use decode async and update requests.

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

* Properly pass information to update_requests

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

* Formatting.

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

* Make disaggregated serving a step closer to working.

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

* Fix rebase.

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

* Fix rebase and format.

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

* Copy new device tokens more pythonic.

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

* Restore MTP add dummy reqs.

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

* Add ordereddict import to py_executor.

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

* Formatting.

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

* Added seq slot manager. Add test.

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

* Use transmission for single tensor except when list of tensors is received.

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

* Add TRTLLMDecoder allocation to estimate max kv cache tokens.

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

* Add stream synchronization

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

* Formatting.

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

* Make memory calculation of decoder adapt to the chosen decoder. Recognize decoder option passed in executorconfig. Make overlap scheduler test run on TinyLlama.

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

* Format

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

* Add decoder creation to estimate max kv.

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

* Formatting.

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

* Update submodule UCXX inline with main.

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

---------

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
2025-04-23 23:55:27 +08:00
shaharmor98
49262a62a5
add passing E2E LoRA flow (#3788)
add passing E2E LoRA flow (#3788)

Signed-off-by: Shahar Mor <smor@nvidia.com>
2025-04-23 18:38:06 +03:00
Enwei Zhu
a51b3cf7a6
[TRTLLM-4763][test] Accuracy test improvement (Part 3.6): Deprecate mmlu_llmapi.py (#3802)
* cleanup mmlu_llmapi.py

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

* polish

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

---------

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-04-23 23:05:13 +08:00
Zongfei Jing
1e5af736ea
Add smart router for moe (#3641)
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
2025-04-23 12:21:59 +08:00
rakib-hasan
b16a127026
fixing the metric fmeasure access (#3774)
Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
2025-04-23 05:10:04 +08:00
Lucas Liebenwein
06b914e0f9
feat: [AutoDeploy] generalizing cudagraph to multiple dynamic inputs (#3589)
* generalizing cudagraph to multiple dynamic inputs

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

* fix for failing test

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

---------

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
2025-04-23 03:38:51 +08:00
rakib-hasan
74c13ea84f
datasets API change : datasets.load_metric => evaluate.load (#3741)
Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
2025-04-22 08:23:48 +08:00
Enwei Zhu
3fa19ffa4e
test [TRTLLM-4477,TRTLLM-4481]: Accuracy test improvement (Part 3.5): Support GSM8K and GPQA (#3483)
* add gsm8k

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

* fix gsm8k

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

* add gpqa

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

* conditional import lm_eval

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

* gpqa in lm_eval

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

* system prompt

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

* shuffle

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

* update AA prompt and regex

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

* revert AA prompt and regex

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

* integration to tests

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

* fix

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

* add DS-R1

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

* fix and clean

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

* fix

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

* update tests

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

* update

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

* clean up

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

* free_gpu_memory_fraction=0.8

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>
2025-04-22 07:38:16 +08:00
katec846
eeb605abd6
feat: Offloading Multimodal embedding table to CPU in Chunked Prefill Mode (#3380)
* Feat: Offload ptable to cpu if enable_chunk_context

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Feat: offload ptable to cpu for chunk context mode

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Fix and add comment

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Update Readme for multimodal and add a new param mm_embedding_offloading

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* fix: Correct prompt table offloading condition in PromptTuningBuffers

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Clean up the code

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Add commits to explain copy from cpu <-> gpu using pinned memory

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Fix namings based on comments

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Fix format based on precommit

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Modify --mm_embedding_offloading flag

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

---------

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>
Co-authored-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
2025-04-21 14:31:01 +08:00
hlu1
31624b079a
feat: [Deepseek] Add trtllm-gen MOE FP4 MOE backend (#3387)
* Add TRT-LLM Gen MOE to Deepseek

fix fused moe rebase bug.

Fix atol in test_fp4_gemm_quantize.py

fix fused moe rebase bug.

Fix FusedMoe.

Disable 2nd routing kernel preexit

Bump routing reduction to fp32

Disable PDL for fc1

[DEBUG] Lift token limit to 16k

[Bugfix] Token limit to 16k + fp32 routing + tanh

Make fp8 tileN 8

Fix FP8 MoE + Remove redundent temp output for FP4

[FP8-only] Avoid wasting CTAs for activation kernel

fix: unblock FP8 weightloading with trtllm-gen

Remove max_token limit for trtllm-gen path

perf: avoid type-conversion and fill_ from aten

Minor fix

Signed-off-by: Hao Lu <haolu@nvidia.com>

* Fix rebase issues

Signed-off-by: Hao Lu <haolu@nvidia.com>

* Fix compile issue

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

* CI clean

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

---------

Signed-off-by: Hao Lu <haolu@nvidia.com>
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
Co-authored-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
2025-04-21 10:01:33 +08:00
Naveassaf
f7c2eb4fa2
Update Nemotron Super and Ultra in Supported Models and add an example (#3632)
* Update Nemotron Super and Ultra in Supported Models and add an example

Signed-off-by: Nave Assaf <nassaf@nvidia.com>

* Update README link to match new examples structure

Signed-off-by: Nave Assaf <nassaf@nvidia.com>

---------

Signed-off-by: Nave Assaf <nassaf@nvidia.com>
2025-04-20 21:14:33 +08:00
QI JUN
d51ae53940
move the reset models into examples/models/core directory (#3555)
* move rest models to examples/models/core directory

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

* update multimodal readme

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

* fix example path

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

* fix ci

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

* fix ci

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

* fix cpp test

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

* fix tensorrt test

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

* fix ci

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

---------

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-04-19 20:48:59 -07:00
brb-nv
c35d2a7532
test: Get Eagle tests working (#3593)
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
2025-04-20 00:50:57 +08:00
Yechan Kim
5460d18b10
feat: trtllm-serve multimodal support (#3590)
* feat: trtllm-serve multimodal support

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

* remove disable argument

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

* remove disable

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

* add and separate tests and move the doc

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

* remove block_resue arg from serve.py

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: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
2025-04-19 05:01:28 +08:00
mayani-nv
ce8329646f
Update run.py for draft_target_model (#3615)
This change makes the draft target model works without mismatch in the vocab size

Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com>
Co-authored-by: rakib-hasan <rhasan@nvidia.com>
2025-04-19 01:01:50 +08:00
Zheng Duan
bce7ea8c38
test: add kv cache event tests for disagg workers (#3602) 2025-04-18 18:30:19 +08:00
Dom Brown
dbd9a83b0d
feat: Integrate GPUDirect Storage (GDS) into Executor API (#3582)
* feat: Integrate GPUDirect Storage (GDS) into Executor API

Squash of several dev commits

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
2025-04-18 15:59:21 +08:00
Zheyu Fu
90a28b917f
feat: Add Dynasor-CoT in scaffolding examples. (#3501)
Signed-off-by: Zheyu Fu <zheyufu2@gmail.com>
Co-authored-by: Junda Chen <32371474+GindaChen@users.noreply.github.com>
Co-authored-by: Yichao Fu <57950249+fuyichao2000@users.noreply.github.com>
Co-authored-by: Andy Dai <zhongdongmin@nvidia.com>
2025-04-18 07:48:01 +00:00