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Author SHA1 Message Date
Faraz
7656af1b57
[TRTLLM-4618][feat] Fix cutlass MoE GEMM fallback failure on FP8 + add e2e test for Mixtral 8x7B FP8 on RTX6000 Pro (SM120) (#4335) 
* add mixtral7x8b fp8 test with fixed cutlass fp8 moe gemm

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

* update cutlass versions

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

* added internal cutlass with fix and docker update

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

* added mixtral to pro 6000

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

---------

Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
 2025-05-19 08:56:21 -07:00
Kaiyu Xie
a43914619f
fix: wrong argument name enable_overlap_scheduler (#4433) 
Fix wrong argument

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-05-19 15:02:22 +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
Faraz
791c209006
[TRTLLM-4618][feat] Add Nemotron Super 49B FP8 test on RTX6000 Pro (SM120) (#4363) 
* added nemotron 49b fp8 for B40 release

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

* add tests to QA list

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

* pre-commit changes

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

---------

Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
 2025-05-19 09:30:24 +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
HuiGao-NV
d5578b37fc
Change the method to calculate kv memory size in tests (#4332) 
* Change the method to calculate kv memory size in tests
* Set larger peak memory size to llama case

Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-05-16 15:35:40 +08:00
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
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
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
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
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
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
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
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
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
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
Yan Chunwei
bc0cf41592
chore: refactor llmapi e2e tests (#3803) 
* refactor llmapi e2e tests

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>

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

---------

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-05-05 07:37:24 +08:00
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
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
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
Yuan Tong
57944206ba
feat: return logits in PyTorch flow (#3221) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Co-authored-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-04-24 16:56:03 -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
Yechan Kim
11d35656bf
fix: nvbugs/5234029 fix Qwen2.5-VL image test (#3726) 
* fix: nvbugs/5234029 fix Qwen2.5-VL image test case by adding more answer candidate

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

* remove qwen2.5_vl from waive list

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

---------

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-04-23 14:09:39 +08:00
xinhe-nv
80d8fdefd6
add test_mistral_large_hidden_vocab_size tests (#3716) 
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
 2025-04-23 13:40:11 +08:00
Stanley Sun
852dd0c1be
test: add llama3.2 ptp test case (#3363) 
* add llama3.2 ptp test case

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

* update test list

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

---------

Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
 2025-04-21 15:15:45 +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
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
Ivy Zhang
b2fb0fe843
test: add quickstart test for nemotron-ultra (#3596) 
* add quickstart test for nemotron-ultra

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

* fix test name

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>
 2025-04-17 11:16:41 +08:00
Yan Chunwei
409c294c4e
fix trtllm-bench mgmn (#3563) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-04-16 11:04:09 +08:00
Pengyun Lin
1899e71364
doc: add genai-perf benchmark & slurm multi-node for trtllm-serve doc (#3407) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-04-16 00:11:58 +08:00
Yechan Kim
943218b54a
feat: Add Qwen2.5-VL and refactor Qwen2-VL (#3156) 
* feat: Add Qwen2.5-VL and refactor Qwen2-VL

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

* fix yapf and codespell

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

* add test

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

* fix test_e2e

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

* generalize get_rope_index

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

* fix qwen2.5-vl on REAME

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

* fix test

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

* fix image test

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>
 2025-04-10 04:09:03 +08:00
yuxianq
7b03350527
Add thread leak check and fix thread/memory leak issues. (#3270) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-04-08 19:03:18 +08:00
amirkl94
e04f6a1b9b
fix: Fix p-tuning test bug (#3326) 
* fix: Fix p-tuning test bug

* A change in the vocab_size calculation for T5Tokenizer,
introduced in transformers version 4.34, caused addition of incorrect vtokens for ptuning.
In general, instead of adding tokens which are outside the vocabulary, tokens inside the vocabulary were added.

Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
 2025-04-08 17:14:00 +08:00
Yan Chunwei
b21cfcfed1
chore: refactor the LlmArgs with Pydantic and migrate remaining pybinding configs to python (#3025) 
* make LlmArgs Pydantic

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

* amending doc

fix api_stability

fix tests

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

* restore yaml groups

refine StackTrace

singleton

clean tests

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

* fix trtllm-bench

fix pytorch

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

* fix serve distagg

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

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>
 2025-04-05 13:31:48 +08:00
qixiang-99
0d4d50a745
feat: no-cache attention in PyTorch workflow (#3085) 
* init trtllm attn no cache

Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

* fix: fix the seq_len issue and attn metadata prepare for qwen reward model test

fix: fix minor bugs after rebase
Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

* refactor: remove unnecessary debug logs and clean up commented code

refactor: update max_seq_len documentation and remove max_seq_len for decoder model contructor in PyTorchModelEngine
Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

* refactor: update calculate_ref_result function to accept tensor inputs and mask type, enhance test_attention_no_cache to support FULL and CAUSAL masks

Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

* refactor: remove unused BERT attention metadata conversion method and add type assertion for no cache attention in PyTorchModelEngine

Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

* refactor: remove use_kv_cache parameter from attention function and related classes, update documentation for KV cache handling

Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

* refactor: implement setAttentionMaskType method for better mask type handling and remove unused conversion function

Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

* refactor: streamline KV cache handling by replacing direct member access with useKVCache method and simplify token per block assignment

remove Debug code.

Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

* refactor: Resolve comments for Python code

Simplify no cache attention metadata preparation and streamline related attributes in TrtllmAttentionMetadata

Removed the private method for converting to no cache attention metadata and integrated its logic into the prepare method. Updated the test for BERT sequence classification to reflect these changes and ensure proper handling of attention metadata.

Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

* docs: Add is_dummy_attention field to attention metadata for simulation operations

Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

* refactor: add KVCacheParams to attention backend interface and import relevant metadata classes

Updated the attention backend interface to include KVCacheParams and imported TrtllmAttentionMetadata and VanillaAttentionMetadata in model_engine.py for enhanced functionality.

Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

* fix: fix rebase format issue

Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

* fix: extend attention mask type handling in MHARunnerFixedParams

Added support for additional attention mask types (BIDIRECTIONAL, BIDIRECTIONALGLM, BLOCKSPARSE) in the MHARunnerFixedParams structure to fix the mapping issue between ContextAttentionMaskType and AttentionMaskType

Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

* fix: enhance attention mask type handling in TllmGenFmhaRunnerParams

Updated the setAttentionMaskType method to include a switch-case structure for better handling of attention mask types, ensuring proper mapping and error handling for invalid types.

Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>

---------

Signed-off-by: Qixiang Lin <qixiangl@nvidia.com>
 2025-04-05 01:54:32 +08:00
Pengyun Lin
f25c7cefb4
doc: refactor trtllm-serve examples and doc (#3187) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-04-04 11:40:43 +08:00
Frank
8bb3eea285
perf: Readd iteration logging for trtllm-bench. (#3039) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-04-01 08:13:09 +08:00
Mike Iovine
5416966ddb
Add initial EAGLE-3 implementation (#3035) 
Signed-off-by: Mike Iovine <miovine@nvidia.com>
 2025-03-29 22:31:24 +08:00
Yan Chunwei
82edd90350
fix gpus_per_node in trtllm-bench when world_size < device_count (#3007) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-03-27 09:31:40 +08:00
Anurag Mukkara
7361c7d401
Add second possible output (#3043) 
Signed-off-by: Anurag Mukkara <amukkara@nvidia.com>
 2025-03-25 12:59:27 -07:00
Yan Chunwei
c29cebf79d
Deprecate model_api examples (#2999) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-03-25 09:37:20 +08:00
Kaiyu Xie
2631f21089
Update (#2978) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-03-23 16:39:35 +08:00