William Zhang
11a0b276fb
[ #9230 ][feat] Slimmed down implementation of nemotron H ( #9235 )
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* Why?
The reference nemotron H code on HuggingFace is out of date,
and therefore bugged, and has several untested code paths.
This makes an already hairy patching system even hairier.
The proposal is to do away with those patches, and replace the
original implementation with one that is heavily slimmed down.
* What?
This PR sets the basis for an alternative path with such a
slimmed down implementation that:
- fixes bugs in the current HF implementation
- adds no new dependencies to TensorRT-LLM
- does away with unnecessary features for TensorRT-LLM/
AutoDeploy:
- no training related code (dropout, gradient checkpointing, etc.)
- no caching logic (we want to replace it with our own anyway)
- no attention masking where possible
- reuses existing AD custom ops for mamba SSM update /
causal conv1d / attention
In order for the above to be usable in the AD apparatus,
`AutoModelForCausalLMFactory` is extended to allow registrations
of custom model implementations.
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
2025-11-23 03:13:32 -08:00
Yan Chunwei
1ef69ecbb1
[None][ci] waive two ray tests ( #9375 )
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Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
2025-11-23 15:39:01 +08:00
dongfengy
268ea9bb8a
[None][test] Add one-model and overlap-scheduling to eagle tests for GPTOSS ( #9312 )
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Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
2025-11-21 22:52:53 -08:00
Enwei Zhu
13fbd4366a
[TRTLLM-9370][feat] Integration of CuteDSL NVFP4 grouped GEMM (Part 2: SwiGLU Fusion and Finalize Fusion) ( #9288 )
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Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-11-21 14:03:38 -08:00
mpikulski
cddc7549d1
[TRTLLM-9191][feat] support out-of-tree models in trtllm-serve ( #9269 )
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Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
2025-11-21 04:23:47 -08:00
mpikulski
095b6864a8
[TRTLLM-8650][fix] beam search request validation ( #8433 ) ( #9228 )
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Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
2025-11-21 04:08:45 -08:00
Emma Qiao
041564188c
[None][infra] Waive failed cases in main post-merge on 11/21 ( #9360 )
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Signed-off-by: qqiao <qqiao@nvidia.com>
Signed-off-by: Emma Qiao <qqiao@nvidia.com>
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
2025-11-21 18:01:53 +08:00
QI JUN
b6483ef3e7
[None][ci] waive a test case of test_ad_build_small_multi.py ( #9355 )
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Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-11-21 16:25:04 +08:00
Ivy Zhang
28e9bf6167
[None][chore] add periodic junit xml path in conftest ( #9337 )
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Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
2025-11-20 22:46:25 -08:00
QI JUN
e2a372a3b1
[None][ci] waive test_llm_context_only_timed_out_kv_cache_exhausted ( #9351 )
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Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-11-20 20:20:57 -08:00
Barry Kang
a3433dd54e
[ https://nvbugs/5325296 ][fix] Enable relaxed acceptance test on Blackwell ( #8709 )
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Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
Zhanrui Sun
62e20a5441
[None][infra] Remove invaild waived tests which not in release branch ( #8841 )
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Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
Jin Li
6185225501
[ https://nvbugs/5488118 ][fix] Unwaive passed tests ( #8758 )
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Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
Dom Brown
0c8de1f45d
[ https://nvbugs/5575841 ] [test] Move test_moe.py to serial tests to improve stability + unwaive FP4 MoE torch unit tests ( #8422 )
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Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
xiweny
05aabfbc1e
[ https://nvbugs/5601203 ] [fix]Restrict fp8 blockscale moe case ( #8583 )
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Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
Eran Geva
3d66e56adb
[ https://nvbugs/5572320 ][fix] Ported test_ad_trtllm_bench.py from main ( #8671 )
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Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
Yukun He
9a79f32f7a
[ https://nvbugs/5608489 ][fix] Fix output unpack issues for Llama3/4 NVFP4 models. ( #8679 )
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Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
Ivy Zhang
25c0624750
[None][test] Clean cache for certain easily hang cases ( #8619 )
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Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Larry Xu <197874197+LarryXFly@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
Jie Li
36e244f35e
[ https://nvbugs/5587456 ][fix] Remove multimodal test cases using TRT backend ( #8611 )
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Signed-off-by: Jie Li <lijie@nvidia.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
Lizhi Zhou
348668e3ae
[ https://nvbugs/5575902 ][fix] set max_batch_size=1 to stabilize accuracy test result ( #8609 )
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Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
Lizhi Zhou
33b0b945c7
[ https://nvbugs/5582277 ][fix] rework DisaggPPTerminationHandler to fix hang issue ( #8519 )
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Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
Pengyun Lin
81fd9be87d
[ https://nvbugs/5575829 ][fix] Unwaive gpt-oss test ( #8576 )
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Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
Bo Deng
4ca6fe83d8
[ https://nvbugs/5565549 ][fix] unwaive test_disaggregated_spec_dec_bat… ( #8500 )
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Signed-off-by: Bo Deng <deemod@nvidia.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
Guoming Zhang
af3900a195
[ https://nvbugs/5504095 ][fix] Unwaive test_user_specify_workspace case. ( #8316 )
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Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
Simeng Liu
9286223288
[ https://nvbugs/5515753 ][ci] Add NCCL_DEBUG=INFO flag to collect more info with CI failure. ( #8440 )
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Signed-off-by: Simeng Liu <simengl@nvidia.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
JunyiXu-nv
ee6944bfa2
[ https://nvbugs/5569713 ][fix] Disable fp8 deep gemm for EXAONE-4.0-32B-FP8 ( #8429 )
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Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
2025-11-20 12:43:13 -05:00
yufeiwu-nv
0e746fad45
[ https://nvbugs/5667454 ][test] Fix Test Case as Chunked Attention not Supported on sm_120 ( #9260 )
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Signed-off-by: yufeiwu-nv <230315618+yufeiwu-nv@users.noreply.github.com>
2025-11-20 00:58:42 -08:00
Liao Lanyu
04ad9f96fa
[ https://nvbugs/5667687 ][fix] Set correct lm_head_tp_size_upper_bound ( #9300 )
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Signed-off-by: Lanyu Liao <lancelly@users.noreply.github.com>
Co-authored-by: Lanyu Liao <lancelly@users.noreply.github.com>
2025-11-20 00:41:00 -08:00
Emma Qiao
b018b2698d
[TRTLLM-9164][infra] Enable checking duplicate items in waives.txt in pre-commit ( #9265 )
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Signed-off-by: qqiao <qqiao@nvidia.com>
2025-11-20 15:47:23 +08:00
mpikulski
a39e8c5567
[TRTLLM-9295][fix] use greedy decoding in test_openai_compatible_json_schema ( #9305 )
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Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
2025-11-20 08:32:23 +01:00
QI JUN
1bdd3ba173
[None][ci] waive test_disagg_server_restart ( #9326 )
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Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-11-19 22:34:03 -08:00
Yechan Kim
d5622b2689
[None][fix] Multimodal InputProcessor dummy builder fix ( #8916 )
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Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
2025-11-19 22:32:21 -08:00
Chang Liu
79a6c9742b
[None][fix] Use fp32 for indexer weight_proj GEMM ( #9243 )
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Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
2025-11-19 21:52:38 -08:00
Chenghao Zhang
cd44f80abd
[ #9316 ][feat] AutoDeploy: Add the accuracy test for Nemotron MOE models ( #9317 )
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Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
2025-11-19 21:48:50 -08:00
Bo Deng
2128f73d58
[TRTLLM-9247][infra] Upgrade NIXL to 0.7.1 ( #9055 )
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Signed-off-by: Bo Deng <deemod@nvidia.com>
Signed-off-by: jthomson04 <jwillthomson19@gmail.com>
Co-authored-by: jthomson04 <jwillthomson19@gmail.com>
2025-11-20 11:01:02 +08:00
Yukun He
b6bced83c0
[TRTLLM-7963][feat] Use CUDAGraph to improve the tuning accuracy for AutoTuner. ( #9089 )
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Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
2025-11-20 08:54:29 +08:00
brb-nv
f6ec6e2222
[None][chore] Waive tests timing out on main ( #9315 )
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Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
2025-11-19 13:10:06 -08:00
NVShreyas
1eae941d77
[ #9237 ][feat] enable iter stats in autodeploy ( #9278 )
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Signed-off-by: Shreyas Misra <shreyasm@nvidia.com>
2025-11-19 19:29:29 +01:00
Neta Zmora
7ab02ad7b5
[None][feature] AutoDeploy: tighter MoE UT thresholds ( #9195 )
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Scale down the weights in the MoE test so that the output has reasonable magnitude, allowing for tighter atol and rtol
Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
2025-11-19 08:37:51 -08:00
Bo Li
d8b05894ee
[None][perf] Adjust select_alltoall_method_type. ( #8950 )
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Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
2025-11-19 07:43:55 -08:00
mpikulski
46dd9886bb
[ https://nvbugs/5661877 ][fix] fix test regression in TestBatchedSampling::test_samples ( #9215 )
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Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
2025-11-19 01:44:44 -08:00
xinhe-nv
0f77fec932
[None][chore] Add failed cases into waives.txt ( #9289 )
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Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
2025-11-19 17:03:43 +08:00
CarstyYou
ee941ac779
[ https://nvbugs/5456493 ][feat] add fp8 dense for sm120 ( #9174 )
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Signed-off-by: CarstyYou <186021327+CarstyYou@users.noreply.github.com>
2025-11-19 14:40:34 +08:00
nvxuanyuc
a79c0dfb43
[None][fix] Update GLM model accuracy test ( #9286 )
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Signed-off-by: Xuanyu Chen <xuanyuc@nvidia.com>
2025-11-18 21:59:01 -08:00
Emma Qiao
67d3eb26af
[None][infra] Waive failed cases for main branch on 11/17 ( #9266 )
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Signed-off-by: qqiao <qqiao@nvidia.com>
2025-11-18 20:07:03 -08:00
ChristinaZ
941a54c66a
[None][feat] Update the indexer topK ( #9255 )
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Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
2025-11-19 11:49:00 +08:00
xinhe-nv
286ace22ed
[None][chore] Add failed cases into waives.txt ( #9242 )
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Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
2025-11-18 19:27:55 -08:00
Ivy Zhang
782dfca7e8
[TRTLLM-9050][test] add llama4 disagg case to cover kv cache overflow error ( #9172 )
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Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
2025-11-18 18:26:32 -08:00
Patrice Castonguay
9b0f45298f
[None][feat] Have ability to cancel disagg request if KV cache resource are exhausted ( #9155 )
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Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
2025-11-18 20:59:17 -05:00
xinhe-nv
35658eab55
[None][chore] Add failed cases into waives.txt ( #9193 )
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Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Signed-off-by: Xin He (SW-GPU) <200704525+xinhe-nv@users.noreply.github.com>
2025-11-18 17:47:55 -08:00