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7ebb770dce
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499 Commits

Author SHA1 Message Date
2ez4bz
7ebb770dce
[None][fix] Fix batching bug in Mistral3 model (#6841) 
Prior to this commit, if multiple requests with images were in the same
batch, the batching logic for the images would fail.

This commit fixes it, and adds unit tests for it that were verified to
fail prior to the fix.

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-08-14 02:15:44 -04:00
Guoming Zhang
3e46624f09
[https://nvbugs/5375594][fix] fix oom issue on structural_tag test case (#6838) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-08-13 10:09:35 -04:00
Yan Chunwei
a32a2e4d82
[https://nvbugs/5383702][fix] error propagation in GenerationExecutor (#6793) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-08-12 12:28:06 +08:00
Yanchao Lu
c39454c617
[None][infra] Avoid intermittent access broken to nvcr.io (#6715) 
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
Co-authored-by: Zhanrui Sun <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-08-12 11:48:59 +08:00
amitz-nv
64c878818b
[TRTLLM-6683][feat] Support LoRA reload CPU cache evicted adapter (#6786) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-08-11 14:31:39 -04:00
2ez4bz
efd0a51508
[TRTLLM-5252][fix] Propagate mapping to intermediate layers (#6611) (#6765) 
This commit propagates the mapping to intermediate layers to enable
tensor parallelism (amongst other things) in them.

It also fixes issues with a unit test for TP for pixtral, and adds it to a
test list.

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-08-11 10:13:10 -07:00
Yan Chunwei
5eae3184fa
[None][chore] add missing tests to test list (#6590) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-08-06 22:12:27 +08:00
Pengyun Lin
79fc2f48c0
[None][chore] Enhance trtllm-serve example test (#6604) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-08-06 20:30:35 +08:00
Zongfei Jing
0ff8df95b7
[https://nvbugs/5433581][fix] DeepGEMM installation on SBSA (#6588) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-08-06 16:44:21 +08:00
yunruis
3ff4f503ad
[None][opt] ADP schedule balance optimization (#6061) 
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
 2025-08-06 09:38:02 +08:00
Aurelien Chartier
6da95f29a9
[None][feat] Add support for fused gate_up_proj scales for FP8 blockwise (#6496) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-08-05 11:22:32 -07:00
ixlmar
1ebceb790d
[TRTLLM-5508][feat] check input tokens + improve error handling (#5170) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-08-05 18:27:43 +01:00
Venky
61da2daeb4
[TRTLLM-6761][refactor] Replace LogitBiasLogitsProcessor with embedding bias tensor system (#6464) 
Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
 2025-08-05 07:14:24 -07:00
Haohang Huang
c9eebcb454
[TRTLLM-6674][feat] (Breaking Change) Hopper SWA non-cyclic kernels + KV reuse + Spec Dec (#6379) 
Signed-off-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
Signed-off-by: symphonylyh <31998628+symphonylyh@users.noreply.github.com>
 2025-08-05 07:47:41 +00:00
brb-nv
6135f75f87
[None][chore] Update Gemma3 closeness check to mitigate flakiness (#6591) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-08-04 10:10:58 -04:00
Olya Kozlova
13cc1c4878
[TRTLLM-5271][feat] best_of/n for pytorch workflow (#5997) 
Signed-off-by: Olya Kozlova <okozlova@nvidia.com>
 2025-08-04 14:08:06 +02:00
brb-nv
87e4e9f468
[None][chore] Add unit test for Gemma3 lora (#6560) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-08-04 04:56:57 -04:00
Pengyun Lin
a15e33351d
[None][fix] Revert commit 48ddc3d & add test for disagg server with different max_num_tokens (#6259) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-08-04 15:09:51 +08:00
Yuan Tong
a2f271c8e0
[TRTLLM-4406][feat] LLM sleep & wakeup Part 1: virtual device memory (#5034) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-08-04 13:51:01 +08:00
Leslie Fang
b9fe0fa7ec
[None][infra] Enable test of chunked prefill with logit post processor (#6483) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-08-04 01:46:07 -04:00
Yechan Kim
ee6ab5be96
chore: add EXAONE4 accuracy test (#6397) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-04 10:14:16 +08:00
Shunkangz
67a3fd858b
[None][feat] Add support of scheduling attention dp request (#6246) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-08-01 20:38:01 -04:00
Richard Huo
31802de0b0
[None][fix] Serialize the window_size in the kv event (#6526) 
Signed-off-by: richardhuo-nv <rihuo@nvidia.com>
 2025-08-01 15:25:18 -07:00
Lucas Liebenwein
5247df6ae2
[AutoDeploy] merge feat/ad-2025-07-22 (#6520) 
Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
Signed-off-by: Gal Agam <ghubaraagam@cw-dfw-cs-001-login-01.cm.cluster>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: haoguo <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
Co-authored-by: Gal Agam <ghubaraagam@cw-dfw-h100-004-328-012.cm.cluster>
Co-authored-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Co-authored-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-08-01 08:51:08 -07:00
Yang Li
ac23f4a80d
[TRTLLM-4279] fix: Add a protection test for checking trtllm custom ops (#6515) 
Signed-off-by: Yang Li <56944310+yali-arch@users.noreply.github.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
 2025-08-01 15:59:09 +08:00
Zongfei Jing
7bb0a78631
Deepseek R1 FP8 Support on Blackwell (#6486) 
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
Co-authored-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Co-authored-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-08-01 10:26:28 +08:00
Simeng Liu
8cf3faa26a
[feat] Auto-enable ngram with concurrency <= 32. (#6232) 
Signed-off-by: Simeng Liu <simengl@nvidia.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
Signed-off-by: Mike Iovine <mike.iovine7@gmail.com>
Co-authored-by: Mike Iovine <miovine@nvidia.com>
Co-authored-by: Mike Iovine <mike.iovine7@gmail.com>
 2025-07-31 18:45:51 -04:00
Ziyi Xiong
8062e0fe7c
[TRTLLM-6392][feat] Support turning on/off spec decoding dynamically (#6363) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-07-31 15:31:39 -04:00
tomeras91
6d5da9f7c2
[https://nvbugs/5404046][fix] Fix Nemotron-H flaky CUDA graph / overlap scheduler test (#6485) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
 2025-07-31 21:35:10 +03:00
shaharmor98
0c42f54a39
Bugfix/fix nemotron nas lora support (#6380) 
Signed-off-by: Shahar Mor <17088876+shaharmor98@users.noreply.github.com>
 2025-07-31 13:39:35 -04:00
amitz-nv
1ee7a08d2b
[5830][feat] Improve LoRA cache memory control (#6220) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-07-31 09:26:38 +03:00
nv-guomingz
03e38c9087
chore: update trtllm-serve usage doc by removing backend parameter when it use torch as backend. (#6419) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-30 11:11:06 -04:00
Chang Liu
b4065d8ca6
[TRTLLM-6654][feat] Add support for external multimodal embeddings (#6263) 
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-07-30 10:00:15 -04:00
nv-guomingz
a5540acfce
chore: add trtllm-serve json schema example into doc. (#6418) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-30 04:33:08 -04:00
Yan Chunwei
ad662ddcdd
chore: disallow arbitrary in llm_args.Configs (#6367) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-07-29 16:16:52 -04:00
Yan Chunwei
1a6930986a
chore: remove unused kv_cache_dtype in api reference (#6444) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-07-29 14:57:20 -04:00
Michal Guzek
7efe3cb0cd
[fix] Add detokenization-based stop word logic to LLM API (#5948) 
Signed-off-by: moraxu <mguzek@nvidia.com>
Signed-off-by: Michal Guzek <mguzek@nvidia.com>
 2025-07-29 10:16:59 -07:00
Aurelien Chartier
738ab61593
[nvbugs/5404000] fix: waive request_perf_metrics_draft test on pre-Hopper GPUs (#6339) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-07-28 12:36:44 -07:00
Yan Chunwei
45d441e60c
[TRTLLM-5061] chore: add status tags to LLM API reference (#5707) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-07-28 15:57:07 +08:00
Chang Liu
dc757799e1
[nvbugs/5401156][fix] Avoid import all models when import trtllm._common (#6266) 2025-07-27 23:29:21 -04:00
Michal Guzek
08d57123f9
[nvbug/5374773] chore: Add a runtime flag to enable fail fast when attn window is too large to fit at least one sequence in KV cache (#5974) 
Signed-off-by: moraxu <mguzek@nvidia.com>
 2025-07-25 18:10:40 -04:00
nv-guomingz
b8d4cb8beb
feat: Support JSON Schema in OpenAI-Compatible API (#6321) 
Signed-off-by: noiji <52301388+noiji@users.noreply.github.com>
 2025-07-25 12:55:56 -04:00
pcastonguay
3805976e90
fix: Fixing kv_cache_events unit tests [nvbug 5362412] (#6265) 
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-07-25 08:55:44 -04:00
xiaoqi
a0aecf0476
[feat]: support logit_bias (#5354) 
Signed-off-by: xq25478 <xq25478@qq.com>
Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
Signed-off-by: hexiao.xq <hexiao.xq@antgroup.com>
Co-authored-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
Co-authored-by: hexiao.xq <hexiao.xq@antgroup.com>
Co-authored-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-07-25 09:37:41 +00:00
Mike Iovine
0f2f11f90b
[TRTLLM-6453][feat] Support chunked prefill on spec decode 2 model (#6104) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-07-24 21:50:11 -04:00
Shiyu Li
375f74ecb2
[fix][nvbugs/5399355] Fix Lamport buffer clear issue for MNNVL TwoShot Allreduce and add FP16 support. (#6237) 
Signed-off-by: Shiyu Li <shili@nvidia.com>
 2025-07-25 08:01:40 +08:00
Stefan Niebler
0df758ec9f
[TRTLLM-6650][feat] Enhance beam search support with CUDA graph integration (#6217) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
 2025-07-24 18:04:41 +02:00
liji-nv
14d94a3856
feat: Add non UB AR + Residual + Norm + Quant fusion (#6320) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-07-24 05:51:43 -04:00
Lucas Liebenwein
cf4f4e8d73
[AutoDeploy] disable flaky MoE nvfp4 test (#6302) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-07-23 13:13:01 -04:00
Stefan Niebler
2486eb778e
[TRTLLM-6651][feat] Enable Overlap scheduler + Beam Search in TRTLLM Sampler (#6223) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
 2025-07-23 12:30:50 +02:00