pichangping 50e7934415 MLA prefill preformance optimization (#5456) ...

### What this PR does / why we need it?
Since the _npu_ring_mla operator deteriorates in long-sequencescenarios,
the long sequence is split into shorter sequences for input to improve
performance.

- vLLM version: v0.13.0
- vLLM main:
5326c89803

---------

Signed-off-by: pichangping <1337510399@qq.com>

2026-01-05 11:41:59 +08:00

..

_cann_ops_custom

[Kernel] add custom op GmmSwigluQuantWeightNzTensorList (#3804)

2025-11-28 18:06:39 +08:00

attention

MLA prefill preformance optimization (#5456)

2026-01-05 11:41:59 +08:00

compilation

[Graph][Fusion] Add AddRMSNorm(with bias) (#5491)

2025-12-31 17:10:26 +08:00

core

[CI] fix lint (#5216)

2025-12-20 17:03:25 +08:00

device_allocator

[Misc]Clean up useless import from vllm (#2049)

2025-07-28 16:01:59 +08:00

distributed

[KVPOOL]decode save kvcache (#5168)

2026-01-04 22:22:01 +08:00

eplb

[smoke][bugfix] moe_init_routing_v2 active_expert_range use int type (#5521)

2025-12-31 09:19:04 +08:00

kv_offload

[BugFix] Fix npu-cpu offloading interface change bug. (#5290)

2025-12-27 10:21:20 +08:00

lora

[BugFix]Fix precision issue for LoRA feature (#4141)

2025-12-19 14:22:06 +08:00

model_loader

[CI] speed up ut (#4901)

2025-12-11 18:45:43 +08:00

ops

[Feat] enable hierarchical mc2 ops on A2 by default (#5545)

2026-01-04 14:44:20 +08:00

patch

[Bugfix] Fix mm_merge (#5249)

2025-12-31 09:49:55 +08:00

quantization

[Model] Add LongCat-Flash (#3833)

2025-12-31 17:06:55 +08:00

sample

[Refactor][Triton] Move reject sample triton kernels into ops/triton (#5324)

2025-12-29 16:15:41 +08:00

spec_decode

[Feat][main] Supported to use full-graph with Qwen3-Next-MTP (#5477)

2026-01-04 12:03:21 +08:00

worker

MLA prefill preformance optimization (#5456)

2026-01-05 11:41:59 +08:00

xlite

[CI] add xlite e2e test (#5305)

2025-12-25 09:17:06 +08:00

__init__.py

clean up model module (#4611)

2025-12-02 17:35:47 +08:00

ascend_config.py

[Feature] Support kv nz feature for DeepSeek decode node in disagg-prefill scenario (#3072)

2025-12-31 14:24:04 +08:00

ascend_forward_context.py

[BugFix]Disable dispatch_gmm_combine_decode operator when mtp drafter model uses non-w8a8 while main model uses w8a8, or drafter model is eagle series (#5293)

2026-01-04 17:51:28 +08:00

cpu_binding.py

[main] support cpu binding (#3546)

2025-10-21 09:17:03 +08:00

envs.py

Remove VLLM_ASCEND_ENABLE_DENSE_OPTIMIZE (#5272)

2025-12-25 11:09:56 +08:00

flash_common3_context.py

[Perf]enable prefill flashcommon3 (#4065)

2025-12-14 09:34:13 +08:00

meta_registration.py

Fix the bugs about operator registration by PyTorch Dispatcher (#2786)

2025-09-13 11:58:52 +08:00

platform.py

Cleanup pass config override (#5283)

2026-01-04 11:52:12 +08:00

profiling_config.py

Drop ascend scheduler (#4623)

2025-12-05 09:03:45 +08:00

utils.py

[BugFix]Disable dispatch_gmm_combine_decode operator when mtp drafter model uses non-w8a8 while main model uses w8a8, or drafter model is eagle series (#5293)

2026-01-04 17:51:28 +08:00