Commits · 4e824d1c835d9b57db621297e8d9119bfc32fb2e · OpenDAS / vllm_cscc

24 Mar, 2026 2 commits
- [Model Runner V2][Minor] Simplify PP logic (#38031) · 4e824d1c
  Nick Hill authored Mar 24, 2026
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Signed-off-by: Nick Hill <nickhill123@gmail.com>
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  4e824d1c
- [Model Runner V2] Gather multimodal embeddings before draft model postprocess (#37932) · 8f4824b6
  Giancarlo Delfin authored Mar 23, 2026
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Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
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  8f4824b6
23 Mar, 2026 2 commits

[MRV2] Consider spec decoding in warmup (#37812) · ffb5b32b

Woosuk Kwon authored Mar 23, 2026


Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>

ffb5b32b

[Feature] ViT Full CUDA Graph (#35963) · f85e479e
Baorun (Lauren) Mu authored Mar 23, 2026
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Signed-off-by: Baorun Mu <bmu@nvidia.com>
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f85e479e

22 Mar, 2026 4 commits
- [Model Runner V2] Enable piecewise CUDA graphs for pipeline parallelism (#35162) · 63f49b8b
  zhanqiuhu authored Mar 22, 2026
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Signed-off-by: Zhanqiu Hu <zh338@cornell.edu>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
```
  63f49b8b
- [MRV2] Use FP64 for Gumbel noise (#37798) · a5e9d511
  Woosuk Kwon authored Mar 22, 2026
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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  a5e9d511
- [MRV2] Skip hidden states allocation for PW CUDA graphs (#37818) · ce9b1d76
  Woosuk Kwon authored Mar 22, 2026
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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  ce9b1d76
- [Model Runner V2] Support multi-modal embeddings for spec decode model (#36097) · b3e84601
  Giancarlo Delfin authored Mar 22, 2026
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Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
```
  b3e84601
20 Mar, 2026 4 commits
- [Model Runner V2] Support Streaming Inputs (#37028) · 85f671b8
  Santino Ramos authored Mar 20, 2026
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Signed-off-by: Santino Ramos <elsantinoramos@gmail.com>
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  85f671b8
- [MRV2] Avoid recompilation of _gather_block_tables_kernel (#37645) · e80cfe57
  Woosuk Kwon authored Mar 20, 2026
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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  e80cfe57
- [Model Runner V2] Fix draft logits not populated during cudagraph replay (#37639) · dcee9be9
  Giancarlo Delfin authored Mar 20, 2026
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Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
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  dcee9be9
- [Model Runner V2] fix draft attention metadata generation (#37364) · 39474513
  Giancarlo Delfin authored Mar 19, 2026
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Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
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  39474513
19 Mar, 2026 2 commits
- [MRV2] Use fp32 for draft logits (#37526) · 40b8363b
  Woosuk Kwon authored Mar 19, 2026
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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  40b8363b
- [Model Runner V2] Spec decode rejection sampler logprobs support (#37237) · 053f3b63
  Giancarlo Delfin authored Mar 18, 2026
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Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
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  053f3b63
18 Mar, 2026 2 commits
- [Model Runner V2] Spec decode rejection sampler greedy support (#37238) · 04244fd0
  Giancarlo Delfin authored Mar 18, 2026
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Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
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  04244fd0
- [kv_offload+HMA][0/N]: Support block-level preemption handling (#34805) · fcf0687b
  Or Ozeri authored Mar 18, 2026
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Signed-off-by: Or Ozeri <oro@il.ibm.com>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
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  fcf0687b
16 Mar, 2026 1 commit
- [Model Runner V2] Fix processed logits in sample() (#37144) · 96efb914
  Woosuk Kwon authored Mar 16, 2026
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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  96efb914
14 Mar, 2026 2 commits
- [Model Runner V2] Add Support for XD-RoPE (#36817) · 3ed46f37
  Santino Ramos authored Mar 14, 2026
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Signed-off-by: Santino Ramos <elsantinoramos@gmail.com>
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  3ed46f37
- [V1] Remove pin_memory() in async_copy_to_gpu to fix sporadic stalls (#37006) · a116f969
  sbeurnier authored Mar 14, 2026
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Signed-off-by: Sebastien Beurnier <sbeurnier@together.ai>
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  a116f969
13 Mar, 2026 2 commits
- [Refactor] Consolidate SupportsEagle (#36063) · 8b346309
  Benjamin Chislett authored Mar 13, 2026
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Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
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  8b346309
- [Model Runner V2] Some code simplification (#36929) · cd32d6f5
  Nick Hill authored Mar 12, 2026
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Signed-off-by: Nick Hill <nickhill123@gmail.com>
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  cd32d6f5
12 Mar, 2026 2 commits
- [Model Runner V2] Do not initialize sampler for non-last PP ranks (#36824) · 2f8b4ce0
  Woosuk Kwon authored Mar 11, 2026
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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  2f8b4ce0
- [Perf] Optimize compute maxsim using batched version, 3.2% E2E throughput improvement (#36710) · c34ba6b9
  Wentao Ye authored Mar 11, 2026
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Signed-off-by: yewentao256 <zhyanwentao@126.com>
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  c34ba6b9
11 Mar, 2026 3 commits
- [Model Runner V2] Add WhisperModelState [6/N] (#35790) · 55eed6b7
  Woosuk Kwon authored Mar 11, 2026
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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  55eed6b7
- [Model Runner V2] Add probabilistic rejection sampling for spec decoding (#35461) · c77181e5
  Giancarlo Delfin authored Mar 11, 2026
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Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
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  c77181e5
- [Model Runner V2] Remove unused warmup_for_prefill method (#36762) · 8ccbcda5
  Woosuk Kwon authored Mar 11, 2026
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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  8ccbcda5
10 Mar, 2026 4 commits
- [Model Runner V2] Use unpadded num_tokens for PW CUDA graph attn metadata (#36626) · f088a831
  Woosuk Kwon authored Mar 10, 2026
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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  f088a831
- [Model Runner V2] Fix mm input embeddings lookup (#36588) · ddbb0d23
  Nick Hill authored Mar 10, 2026
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Signed-off-by: Nick Hill <nickhill123@gmail.com>
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  ddbb0d23
- [Model Runner V2] Fix `_compute_slot_mappings_kernel` for chunked prefill (#36580) · 9efc3bdc
  Nick Hill authored Mar 10, 2026
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Signed-off-by: Nick Hill <nickhill123@gmail.com>
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  9efc3bdc
- [Perf] Compute maxsim in worker side, reducing redundant copies, 2.7% E2E... · 7279374f
  Wentao Ye authored Mar 09, 2026
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[Perf] Compute maxsim in worker side, reducing redundant copies, 2.7% E2E throughput improvement (#36159)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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  7279374f
09 Mar, 2026 4 commits
- [Model Runner V2] Add model_state inputs to CUDA graph capture (#36544) · 2a194ddd
  Woosuk Kwon authored Mar 09, 2026
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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  2a194ddd
- [MRV2] Extensible CG dispatch rework (#35959) · 483463f7
  Lucas Wilkinson authored Mar 09, 2026
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Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
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  483463f7
- [Model Runner V2] Use NamedTuple for `execute_model_state` (#35930) · 10a5f4d5
  Woosuk Kwon authored Mar 09, 2026
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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  10a5f4d5
- [Model Runner V2] Add dummy profile_cudagraph_memory API (#36520) · 6e956d9e
  Woosuk Kwon authored Mar 09, 2026
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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  6e956d9e
07 Mar, 2026 1 commit
- [Model Runner V2] Fix warmup for pipeline parallel (#36280) · b3546865
  Nick Hill authored Mar 06, 2026
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Signed-off-by: Nick Hill <nickhill123@gmail.com>
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  b3546865
06 Mar, 2026 1 commit
- [Misc] Rename `group_mm_kwargs_by_modality -> group_and_batch_mm_kwargs` (#36158) · 6dd30265
  Cyrus Leung authored Mar 06, 2026
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
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  6dd30265
05 Mar, 2026 2 commits
- [Model Runner V2] Fix warmup for very small kvcache and/or blocksizes (#36176) · a73af584
  Nick Hill authored Mar 05, 2026
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Signed-off-by: Nick Hill <nickhill123@gmail.com>
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  a73af584
- [Hardware] Replace `torch.cuda.synchronize()` api with `torch.accelerator.synchronize` (#36085) · 66a22096
  Kunshang Ji authored Mar 05, 2026
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Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
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  66a22096
04 Mar, 2026 2 commits
- [Model Runner V2] Misc code simplification (#35941) · a3299c3d
  Nick Hill authored Mar 04, 2026
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Signed-off-by: Nick Hill <nickhill123@gmail.com>
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  a3299c3d
- [Model Runner V2] Fix pooling (#36019) · 417fd28f
  Nick Hill authored Mar 04, 2026
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Signed-off-by: Nick Hill <nickhill123@gmail.com>
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  417fd28f