Commit Graph

410 Commits

Author SHA1 Message Date
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
Venky
62fea1e885
test(perf): Add Llama-3.1-Nemotron-8B-v1 to perf tests (#3822)
*   **Model:** Llama-3.1-Nemotron-Nano-8B-v1
*   **Precision:** float16
*   **Environment:**
    *   GPUs: 1 H100 PCIe
    *   Driver: 570.86.15

*   **Test String:** `llama_v3.1_nemotron_nano_8b-bench-pytorch-float16-input_output_len:128,128`
*   **Request Throughput:** 81.86 req/sec
*   **Total Token Throughput:** 20956.44 tokens/sec
*   **Average Request Latency:** 5895.24 ms

*   **Test String:** `llama_v3.1_nemotron_nano_8b-bench-pytorch-float16-input_output_len:2000,2000`
*   **Request Throughput:** 1.45 req/sec
*   **Total Token Throughput:** 5783.92 tokens/sec
*   **Average Request Latency:** 211541.08 ms

*   **Test String:** `llama_v3.1_nemotron_nano_8b-bench-float16-maxbs:128-input_output_len:128,128`
*   **Request Throughput:** 52.75 req/sec
*   **Total Token Throughput:** 13505.00 tokens/sec
*   **Average Request Latency:** 5705.50 ms

*   **Test String:** `llama_v3.1_nemotron_nano_8b-bench-float16-maxbs:128-input_output_len:2000,2000`
*   **Request Throughput:** 1.41 req/sec
*   **Total Token Throughput:** 5630.76 tokens/sec
*   **Average Request Latency:** 217139.59 ms

Signed-off-by: Venky Ganesh <gvenkatarama@nvidia.com>
2025-05-06 17:17:55 -07:00
Erin
cba1793cda
cleanup logprob params (#4039)
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
2025-05-07 00:50:16 +08:00
Robin Kobus
72057a0a64
[TRTLLM-3429] feat: Overlap scheduling in C++ runtime (#3625)
* disable overlap in encoder

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* feat: invokeGatherBatch

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* feat: overlap same batch

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: add enableTrtOverlap to ExecutorConfig

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* disable overlap for beam search and spec decode

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* skip overlap tests with beam search or speculative decoding

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* moveFinishedContextRequestsToGeneration and skip unfinished requests in updateRequests

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* enable overlap in GptChunkedLongContextTests

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* feat: Enable overlap in gptManagerBenchmark

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* feat: Improve early exit

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* refactor: Use OptionalRef for newOutputTokens tensor

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* feat: Add overlap scheduling support to TRTLLMDecoder

- Updated TRTLLMDecoder to accept an `enable_overlap_scheduler` parameter.
- Modified the decoder's internal logic to utilize the overlap scheduling feature.
- Adjusted the sequence lengths handling to ensure compatibility with the new scheduling approach.
- Enhanced unit tests to include cases for the overlap scheduler with the TRTLLMDecoder.

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* fix: allNewTokens in PP

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-06 15:06:46 +02:00
dominicshanshan
3ac6637005
fix: trtllm-serve hang in stress test and ds v3 stress parameter update (#3836)
* Remove stdout pipe for genai-perf and make stress time as public parameter.

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>

* Update llmRequest based on comment.

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>

* launch process function refactor.

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>

---------

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
2025-05-06 16:52:30 +08:00
Jinyang Yuan
eeb6c0c83f
[fix] Loosen the thresholds of test_attention_mla (#4074)
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
2025-05-06 11:31:09 +08:00
Suyog Gupta
ac2ab9ba36
[AutoDeploy][perf] Further optimize flashinfer backend in AutoDeploy (#4024)
* reuse batch_indices, positions across layers

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* fix flashinfer unit tests

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* simplify call to get_batch_indices_positions

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* fix call to get_batch_indices_positions

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

---------

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
2025-05-06 10:46:36 +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
bhsueh_NV
e053cb651b
Fix: fix bug of qwen3 moe (#4058)
* fix bug of qwen3 moe

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

* update threshold

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

---------

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
2025-05-06 08:20:15 +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
Iman Tabrizian
85867d76dd
test: Add disaggregated serving accuracy tests (#4036)
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
2025-05-05 08:56:59 -07:00
Yanchao Lu
5ee38ad92a
[Test]: Clean up stale waives (#4062)
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
2025-05-05 22:13:12 +08:00
Yanchao Lu
ddfb0fe4e2
[Test]: Waive unsupported tests (#4059)
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
2025-05-05 20:51:49 +08:00
Yiqing Yan
b5c2327aa0
Waive L0 tests (#4051)
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
2025-05-05 12:53:21 +08:00
Yukun He
aa38e28cfa
fix: [nvbug/5241627] Fix AllReduce kernel hang issue when both tp and pp are enabled. (#3988)
* Fix AllReduce kernel hang issue when both tp and pp are enabled.
Allocate one workspace for each pp rank to avoid potential race.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* update waive list

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

---------

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
2025-05-05 11:33:25 +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
Emma Qiao
2692daad2e
infra: Remove the WAR for test items incompletely (#3313)
* Remove the WAR for test items incompleted

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Complete test item manually

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix another test definition file

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Complete test name

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix some other test names

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix another test name after rebase

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Update name for waived case name, too

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix name for multi-gpu tests

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix test name after rebase

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix another test name

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix typo

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix test name after rebase

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix other qa tests

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix tests name after rebase

Signed-off-by: qqiao <qqiao@nvidia.com>

* Fix name after rebase

Signed-off-by: qqiao <qqiao@nvidia.com>

* Correct test names in waive.txt

Signed-off-by: qqiao <qqiao@nvidia.com>

* Add new test_durations file

Signed-off-by: qqiao <qqiao@nvidia.com>

* Fix names after rebase

Signed-off-by: qqiao <qqiao@nvidia.com>

* Update test duration to latest

Signed-off-by: qqiao <qqiao@nvidia.com>

---------

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>
Signed-off-by: qqiao <qqiao@nvidia.com>
2025-05-04 11:31:59 +08:00
Robin Kobus
403370af62
refactor: Move ModelSpec to core library (#3980)
* refactor: Move ModelSpec from tests to core library

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* refactor: Move ModelSpec from runtime to separatedir

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* refactor: Use new bindings path and clean up

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Updated licenses

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove script_dir from path

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-05-04 01:39:09 +08:00
qixiang-99
bf4f7ad744
feat: add Pytorch support of Vision Encoder for multimodal models (#3791)
* feat: Add rename_weights_with_regex function for dynamic weight key renaming

Introduced a new utility function to rename weight keys in a dictionary based on regex pattern matching. This allows for flexible mapping of keys from Hugging Face naming conventions to TRT-LLM naming conventions, enhancing model compatibility and usability.

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>

* feat: Implement SiglipVisionModel and related components

Added the SiglipVisionModel along with its associated classes, including SiglipAttention, SiglipEncoderLayer, and SiglipEncoder.
Additionally, a new test suite for the SiglipVisionModel has been created to ensure compatibility with Hugging Face outputs.

Currently SiglipVisionModel support batch size larger than one. Also, inputs and outputs shape are same with the HF for compatibility.

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>

* feat: Add CLIPVisionModel and associated components

Introduced the CLIPVisionModel along with its related classes, including CLIPAttention, CLIPEncoderLayer, CLIPEncoder, and CLIPVisionTransformer. This implementation aligns with Hugging Face's CLIP architecture, ensuring compatibility in input and output shapes.

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>

* feat: Enhance CLIPVisionModel with attention metadata preparation and unit tests

Updated the CLIPVisionModel to include a method for preparing attention metadata, simplifying the model's usage. Additionally, added a comprehensive unit test suite for the CLIPVisionModel, ensuring compatibility with Hugging Face outputs and validating model performance across various scenarios.

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>

* feat: Refactor SiglipVisionModel with attention metadata preparation and update unit tests

Enhanced the SiglipVisionModel by adding a method to prepare attention metadata, streamlining its usage. Updated unit tests to validate model performance and compatibility with Hugging Face outputs, including adjustments to the configuration and test scenarios.

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>

* refactor: Remove unused rotary_emb parameter from CLIP and Siglip attention classes

Eliminated the rotary_emb parameter from the CLIPAttention and SiglipAttention classes to streamline the code. Updated unit tests to reflect changes in the model configurations, including clarifications in the default configurations sourced from Hugging Face.

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>

* feat: Integrate CLIPVisionModel into LlavaNextInputProcessor and enhance weight loading

Added CLIPVisionModel to the LlavaNextInputProcessor for improved vision processing. Updated the model loading mechanism to ensure compatibility with the new vision model and added attention metadata preparation. Removed debug print statements from weight renaming function for cleaner code.

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>

* refactor: Remove unused max_position_embeddings from CLIPAttention and update Siglip classes to use CLIP components

Removed the unused max_position_embeddings variable from the CLIPAttention class. Updated the Siglip classes to utilize CLIP components, specifically replacing SiglipEncoder and SiglipAttention with their CLIP counterparts, streamlining the codebase and enhancing consistency across models.

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>

* refactor: Consolidate weight loading logic into a shared implementation

Refactored the weight loading process across CLIP and Siglip models by using a new utility function, _load_weights_impl, to streamline the loading mechanism. This change enhances code maintainability and reduces redundancy in weight handling, ensuring consistent behavior across different model architectures.

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>

* refactor: Simplify output handling in CLIP and Siglip models by removing output_hidden_states parameter

Removed the output_hidden_states parameter from the CLIPEncoder and SiglipVisionTransformer classes, streamlining the output handling process. Updated the corresponding unit tests to reflect these changes and ensure compatibility with the new output structure.

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>

* feat: Enhance LlavaNextInputProcessor with dynamic model loading and memory optimization

Updated the LlavaNextInputProcessor to support dynamic model loading from local paths or Hugging Face, improving memory efficiency by partially loading the model components. Integrated the LlavaNextMultiModalProjector and adjusted weight loading to ensure compatibility with the new architecture.

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>

---------

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>
Co-authored-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
2025-05-03 05:13:47 +08:00
Mike Iovine
906cddffb0
[infra] Improve llama4 parallelism test coverage (#3821)
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
2025-05-02 16:15:04 -04:00
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
Simeng Liu
873c7532fd
feat: Add group_rms_norm kernel to normalize multiple inputs in a single operator. (#3438)
* feat: Add group_rms_norm kernel to normalize multiple inputs in a single operator.

Previously, the RMSNorm implementation only supported a single input tensor. With group_rms_norm, multiple tensors can be normalized together:
```python
input_a, input_b, ... = group_rms_norm([input_a, input_b, ...])
```
All input tensors must share the same batch dimension. The kernel partitions work by dynamically assigning warp groups proportional to the last dimension of each input, improving launch efficiency and reducing overhead.

This MR provides two implementations:
GroupRMSNormKernel: Optimized for small-to-medium batch sizes
GroupRMSNormKernelLargeBatch: Contains additional optimizations for large batch sizes

Both kernels are currently exposed as custom PyTorch ops. A future MR will implement heuristic-based kernel selection and expose a unified interface.

Signed-off-by: Simeng Liu <simengl@nvidia.com>

* Resolve comments and fix typo with IS_FLASHINFER_AVAILABLE

Signed-off-by: Simeng Liu <simengl@nvidia.com>

---------

Signed-off-by: Simeng Liu <simengl@nvidia.com>
2025-05-02 13:25:30 +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
Yukun He
a1645c922b
Fallback to NCCL for various patterns when input size is large. (#4009)
When input size is larger than the max workspace size, we shall fallback to NCCL + corresponding pre/post function to ensure the functionality of AllReduce.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
2025-05-01 15:17:16 -07:00
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
Erin
83f37614ef
feat: Support Top-K logprobs and prompt_logprobs in LLMAPI (#3388)
* support return logprob in llmapi

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

update and add test

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

stability test

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

* revert removal of old flag

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

---------

Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Signed-off-by: Erin Ho <erinh@nvidia.com>
2025-05-01 12:47:14 -04:00
xinhe-nv
009d5e9fa3
test: [CI] Add failed cases into waives.txt (#3943)
* update waive list

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>

* waive test_llm_commandr_v01_single_gpu_summary for GH200

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>

---------

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
2025-05-01 23:43:11 +08:00
nv-guomingz
dc344b6a4f
fix:https://nvbugs/5246733 (#3989)
Signed-off-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
2025-05-01 22:52:31 +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
Kate Cheng
7dbe618683
feat: Add multimodal embedding field in LlmRequest (#3855)
* Add a new param to LlmRequest and Request to natively support mm

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

* update comment

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

* Update tests to match the new LlmRequest constructor parameters

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

* Modify unitTest and modify mm_embeding's dict name in llama4

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

* Fix based on comments

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

* Fix comment

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

* Fix LlmRequest initialization in kvCacheManagerTest

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

* Clean up code for promt_tuning_config

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

* Clean up prompt_tuning_config in GenerationRequest

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>
2025-05-01 12:23:30 +08:00
Yukun He
9cc5922a0b
Clean up allreduce op in Deepseek V3 model. (#3829)
* Replace deepseek_allreduce op with the new unified allreduce op and moe_allreduce op.
* Minor revision of moe_allreduce op argument names.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
2025-05-01 07:56:36 +08:00
Dom Brown
b40f351b7a
[TRTLLM-4460] test: Use Llama 3.2 1B for Llama C++ tests (#3206)
* Squash of dev commits

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>

* Add timer + waive test with suspected GptSession bug

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>

* Respond to reviewer comments

Signed-off-by: domb <3886319+DomBrown@users.noreply.github.com>

---------

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
Signed-off-by: domb <3886319+DomBrown@users.noreply.github.com>
2025-05-01 05:31:08 +08:00
Erin
941e82faa6
waive test_tinyllama_guided_decoding (#3997)
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
2025-04-30 12:46:32 -07:00
Chuang Zhu
1ada3c9800
unwaive disagg tests (#3925)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-04-30 16:44:00 +08:00
yuxianq
f568cbb671
chore: Remove duplicated get_sm_version. (#3935)
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-04-30 11:43:53 +08:00
xinhe-nv
a31afcf3a9
update waive list (#3890)
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
2025-04-30 11:07:48 +08:00
QI JUN
99929e724b
ci: skip pipeline parallelism test of pytorch flow (#3947)
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-04-30 01:00:16 +08:00
Pamela Peng
c8649ce3aa
skip blackwell tests for sm120 (#3815)
Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
2025-04-29 09:53:35 -07:00
xiweny
68a19a33d4
TRTLLM-4624 feat: Add nvfp4 gemm and moe support for SM120 (#3770)
* upgrade cutlass to 3.9

Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>

update latest internal_cutlass_kernels; revert cutlass version update; fix fp4 gemm for sm100

Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>

* update internal cutlass kernels

Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>

* fix file

Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>

* remove unnecessary change

Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>

* update hash

Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>

---------

Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
Co-authored-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
2025-04-29 11:19:11 -04:00
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
c381380ecc
increase H100 CI nodes for PyTorch only pipelines (#3927)
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-04-29 10:58:43 +08:00
qixiang-99
f370dd0e32
refactor(test): remove random context sequence lengths and set seed for reproducibility in attention tests (#3919)
Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>
2025-04-29 10:08:04 +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
Erin
0577ea0155
waive test_attention_no_cache (#3921)
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
2025-04-28 13:57:01 -07:00
Mike Iovine
e534bf09cc
[fix] Fix flashinfer + speculation issues (#3686)
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
2025-04-28 14:34:22 -04:00
xiweny
f84dd8f815
test: add deepseek v3 & r1 cases (#3528)
* test: add deepseek v3 & r1 cases

Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
2025-04-28 23:37:26 +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
xinhe-nv
82a8e43557
test: [CI] Add failed cases into waives.txt (#3867)
* update waive list

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>

* update waives

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>

---------

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Signed-off-by: Larry <197874197+LarryXFly@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
2025-04-28 14:32:48 +08:00
xinhe-nv
e20b67e9fd
update waives & tests (#3887)
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
2025-04-28 14:29:35 +08:00
Yanchao Lu
068c72ebf8
Test: waive intermittent test hang (#3894)
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
2025-04-28 08:53:20 +08:00
Iman Tabrizian
74cc9e26ff
infra: install Triton in the base image (#3759)
* infra: install Triton in the base image

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>

* install Triton from the base image

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>

* update base image

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>

* Address review comments

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>

* update base image

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>

* waive test

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>

---------

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
2025-04-28 07:36:30 +08:00
Yan Chunwei
ad4226d946
fix: trtllm-bench build trt engine on slurm (#3825)
* add submit_sync to RemoteMpiSessionClient

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

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

add barrier

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>

fix comment

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

disable test

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>
2025-04-27 22:26:23 +08:00
Chuang Zhu
e2318756ed
cacheTransceiver buffer manager (#3798)
* cacheTransceiver buffer manager

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* fix args

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* cpp kvCacheManager

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* format

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

---------

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-04-27 11:48:15 +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
Dom Brown
7ff9fd345c
Test: Split C++ unit tests for CI granularity (#3868)
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
2025-04-25 13:30:58 -07:00
qixiang-99
ecd621fb0a
feat: Add head size 72 support for QKV Preprocessing kernel (#3743)
* refactor: Fix headsize 72 attention error for TRTLLM attn backend in PyTorch workflow

- Remove the head size pre-check logic in AttentionOp because head size 72 can be supported with fmha kernels.
- Added support for head size 72 in unfused attention kernels(QKVPreprocessing).
- Enhanced unit tests by introducing a scenario generation function for better test coverage of attention configurations(include head size 72).

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>

* update: Waive head_dim=72 test cases and enhance test representation

- Added a waiver for head_dim=72 cases on post sm100 in the test suite to address known issues.
- Introduced a custom __repr__ method in the Scenario class for pytest substring match.

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>

---------

Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>
2025-04-25 11:07:40 -07:00
Yiqing Yan
238fefc659
[infra] Waive L0 tests (#3853)
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
2025-04-25 17:32:21 +08:00
dongxuy04
16535991b2
feat: Add MNNVL MoE A2A support (#3504)
* add MNNVL memory mapping support

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* add more MPI environment for trtllm-llmapi-launch

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* add MoE communication and prepare kernels

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* add MNNVL AlltoAll support for DeepSeekV3

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* add output dump for throughput benchmark

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* support dynamic kernel launch grid

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* address review comments

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* address review comments #2

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

---------

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
2025-04-25 17:29:08 +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
QI JUN
991939a0f4
chore: increase A30 for cpp test (#3811)
* increase A30 for cpp test

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

* enable parallel run test for gpt_executor

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

* clean

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

* decrease freeGpuMemoryFraction of cpp tests

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

* fix

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

---------

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-04-24 16:34:39 -07:00
Enwei Zhu
777c40e5fa
[https://nvbugspro.nvidia.com/bug/5238599][fix] Normalize example path in accuracy tests
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-04-24 10:09:59 +08:00
xinhe-nv
476d7003f8
test: [CI] Add failed cases into waives.txt (#3777)
* update waive list

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>

* update waives.txt

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>

---------

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
2025-04-24 09:36:05 +08:00
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
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
QI JUN
635dcdcb9e
chore: reorganize some unit tests of PyTorch (#3780)
* reorganize some unit tests of PyTorch

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>
2025-04-23 11:19:10 -07:00
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
Mike Iovine
0bc520f15e
fix: Limit llama4 context length to 8k (#3778)
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
2025-04-23 08:55:10 -07:00
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
Zhanrui Sun
bfc4e55ded
infra: [TRTLLM-4417]Support auto trigger special test stage for special file change (#3478)
* infra: Support auto trigger special test stage for special file change

Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>

* Fix review

Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>

* Fix review

Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>

---------

Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
2025-04-23 20:32:19 +08:00
Enwei Zhu
8f2b2eaf83
test: Add DeepSeek-V3-Lite GSM8K tests (#3771)
* tmp

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

* update ref

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

* update waives

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 16:54:48 +08:00
xinhe-nv
b82d72bc37
update waive list (#3696)
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
2025-04-23 14:18:57 +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
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
Yiqing Yan
cc161dd83d
Waive L0 tests (#3784)
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
2025-04-23 11:22:11 +08:00
shaharmor98
5fff8f0935
Add running E2E LoRA flow (#3648)
* add passing E2E LoRA flow

Signed-off-by: Shahar Mor <smor@nvidia.com>

* add experimental feature

Signed-off-by: Shahar Mor <smor@nvidia.com>

* fix llma_args definition

Signed-off-by: Shahar Mor <smor@nvidia.com>

* decreased manually size of max loras to address OOM

Signed-off-by: Shahar Mor <smor@nvidia.com>

---------

Signed-off-by: Shahar Mor <smor@nvidia.com>
2025-04-23 11:19:41 +08:00
QI JUN
257abfbc51
move pytorch tests of LLM API into separate test files (#3745)
* move pytorch tests of LLM API into separate test files

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

* polish

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>

* update

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

* clean

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

* fix

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

---------

Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-04-22 14:36:59 -07:00
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
Emma Qiao
442386d302
infra: Add test stages for sm120 (#3533)
* Add test stages for sm120

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Update chip name and config name

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Split tests to gb202 and gb203

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Don't flash driver for rtx-5090

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Skip the failed cases

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Change the test stage names

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Reduce 5080 jobs and add back gpu list which doesn't support dynamic driver flashing

Signed-off-by: qqiao <qqiao@nvidia.com>

* Skip failed case on gb202

Signed-off-by: qqiao <qqiao@nvidia.com>

* Fix condition to dynamic driver flashing

Signed-off-by: qqiao <qqiao@nvidia.com>

---------

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>
Signed-off-by: qqiao <qqiao@nvidia.com>
2025-04-23 01:26:12 +08:00
Yukun He
0ae7017342
Unify two versions of AllReduce custom op (#3032)
* Rewrite unit test for unified allreduce op. Removing the legacy unit test.
* Revise formats, fusion_op bindings. Put all tensors as optional inputs.
* Move the MoeAllreduceOp to a separate custom op.
* Move all the fusion patterns to the new version of the AllReduce fusion kernel. Remove the AllReduce strategy config. Revise the AllReduce strategies and fusion pattern definitions.
* Add more TODOs, fixing minor bugs, and remove legacy code.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
2025-04-22 21:58:42 +08:00
Ivy Zhang
47d2f16bb8
waive gemma on L20 (#3767)
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
2025-04-22 17:52:49 +08:00
ruodil
9223000765
waive failed case in perf test, change default max_batch_size to 512 and write config.json to output log (#3657)
Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Larry <197874197+LarryXFly@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
2025-04-22 14:51:45 +08:00
xinhe-nv
ba216341f4
update waive list (#3683)
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
2025-04-22 11:09:41 +08:00
Yi Zhang
98966cb45e
test: Unwaive Llama 3.1 with torch compile test (#3475)
* Fix log info

Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>

* Revert "test: Waive torch compile tests (#3471)"

This reverts commit 410f56357e.

Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>

* Update test_llm_api_pytorch.py

Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>

---------

Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>
2025-04-22 10:41:56 +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
Yan Chunwei
231b39015c
unwaive multi_node test (#3715)
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
2025-04-21 21:26:07 +08:00
Barry Kang
d87b009d8d
Fix ModelOpt Mixtral AWQ OOM (#3714)
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
2025-04-21 19:14:14 +08:00
Zheng Duan
ae48abefc1
bind block key and hasher (#3712) 2025-04-21 18:50:57 +08:00
Iman Tabrizian
af04b6f6aa
bug: Fix hang bug when context server doesn't have enough capacity for KV Cache (#3095)
* Fix hang bug when KV cache is low

Signed-off-by: Iman Tabrizian <itabrizian@nvidia.com>

* Review comments

Signed-off-by: Iman Tabrizian <itabrizian@nvidia.com>

* Fix attentiondp typo

Signed-off-by: Iman Tabrizian <itabrizian@nvidia.com>

* Add CI test for this case

Signed-off-by: Iman Tabrizian <itabrizian@nvidia.com>

* fix: Fix the insertion order for responder futures

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>

* fix: Fix disagg CPP

Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>

---------

Signed-off-by: Iman Tabrizian <itabrizian@nvidia.com>
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
2025-04-21 15:16:55 +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
Zhenhuan Chen
2672f13d77
test: fix cublas_scaled_mm with aligned workspace size (#3600)
Signed-off-by: Zhenhuan Chen <chenzhh3671@gmail.com>
2025-04-21 14:51:42 +08:00
yuxianq
faef37782a
fix: Remove ParallelConfig. (#3678)
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-04-21 14:14:08 +08:00
liji-nv
a51f7559a3
fix: update test_user_buffers_mm_add_prologue atol (#3711) (#3713)
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
2025-04-21 11:24:20 +08:00
Yiqing Yan
6f7f262779
Waive L0 tests (#3709)
* Waive L0 tests

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>

* the test is fixed in PR 3711

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>

---------

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
2025-04-21 11:24:00 +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
Emma Qiao
48db263d9a
infra: Add test list name check (#3097)
* Add steps to check test names

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Correct test-db command

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Switch to use a trt-llm image

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Update go path

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Correct go path

Signed-off-by: qqiao <qqiao@nvidia.com>
Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Move the test list check to test ci

Signed-off-by: qqiao <qqiao@nvidia.com>
Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Correct file path

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix path again

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix get path

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix typo

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Skip test list check for ARM

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix expression

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Change back unrelated file

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Correct qa test names

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Remove a stage

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Update jenkins/L0_Test.groovy

Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
Signed-off-by: Emma Qiao <qqiao@nvidia.com>
Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Move some steps to a python script

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix script path

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Split commands and debug

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix typo

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix typo

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Also correct case name in waives list

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Move check script to another folder

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Update qa list after rebase

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Fix rebase

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Remove the perf tests under QA

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

* Some tests already fixed after rebase to TOT

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>

---------

Signed-off-by: EmmaQiaoCh <qqiao@nvidia.com>
Signed-off-by: qqiao <qqiao@nvidia.com>
Signed-off-by: Emma Qiao <qqiao@nvidia.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
2025-04-20 23:02:16 +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
nv-guomingz
e70961f541
test:update waives.txt for nvbug 5219532 (#3672)
Signed-off-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
2025-04-19 18:57:39 +08:00