Shaoxu Cheng b6bc3d2f9d [Feat.][310P]: weightNZ feature with quant or unquant. (#6705) ...

NZ Format Support for Linear Layers: Implemented support for the NZ
(N-dimensional Z-order) format for linear layer weights on Ascend 310P,
enhancing performance for both quantized and unquantized layers.
Unquantized Linear Method for Ascend 310P: Introduced
AscendUnquantizedLinearMethod310 to specifically handle and apply NZ
format casting to unquantized linear layer weights during the loading
process.
MRotaryEmbedding Integration: Extended Rotary Embedding support by
adding AscendMRotaryEmbedding310 to provide an Ascend-specific
implementation for MRotaryEmbedding.
Quantization Method Updates: Updated the w8a8_static quantization method
to directly transpose weights and apply NZ format casting, ensuring
consistency with the new format.
- vLLM version: v0.15.0
- vLLM main:
9562912cea

---------

Signed-off-by: Tflowers-0129 <2906339855@qq.com>

2026-02-13 15:41:02 +08:00

..

_310p

[Feat.][310P]: weightNZ feature with quant or unquant. (#6705)

2026-02-13 15:41:02 +08:00

_cann_ops_custom

[Kernel] add custom op GmmSwigluQuantWeightNzTensorList (#3804)

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

attention

[P/D][PCP] mooncake layerwise support pcp function (#6627)

2026-02-12 11:02:25 +08:00

compilation

[Graph][Fusion] Integrating inductor pass and npugraph ex pass (#6354)

2026-02-13 15:34:55 +08:00

core

[P/D] layerwise connector support recompute scheduler (#5900)

2026-02-07 15:24:42 +08:00

device

[Lint]Style: Convert vllm-ascend/ to ruff format(Batch #2) (#5977)

2026-01-19 08:59:46 +08:00

device_allocator

[Lint]Style: Convert vllm-ascend/ to ruff format(Batch #2) (#5977)

2026-01-19 08:59:46 +08:00

distributed

[P/D][PCP] mooncake layerwise support pcp function (#6627)

2026-02-12 11:02:25 +08:00

eplb

[EPLB] Avoiding eplb's dependency on a specified model (#6528)

2026-02-10 15:58:44 +08:00

kv_offload

[main2main] upgrade vllm main 0202 (#6560)

2026-02-05 19:31:17 +08:00

lora

[Lint]Style: Convert vllm-ascend/ to ruff format(Batch #5) (#5996)

2026-01-24 22:45:38 +08:00

model_loader

[Lint]Style: Convert vllm-ascend/ to ruff format(Batch #6) (#6001)

2026-01-24 22:08:33 +08:00

ops

[Attention] add gpt-oss support (#5901)

2026-02-12 10:55:34 +08:00

patch

[Feature] adapt to uva buffer and main2main (#6657)

2026-02-12 10:36:31 +08:00

quantization

[Model] GLM5 adaptation (#6642)

2026-02-11 22:22:22 +08:00

sample

[Bugfix] Update target probs to target logits in rejection sample (#6685)

2026-02-11 21:31:40 +08:00

spec_decode

[Model] GLM5 adaptation (#6642)

2026-02-11 22:22:22 +08:00

worker

[Feature] adapt to uva buffer and main2main (#6657)

2026-02-12 10:36:31 +08:00

xlite

[Lint]Style: Convert vllm-ascend/ to ruff format(Batch #10) (#6173)

2026-02-06 15:35:06 +08:00

__init__.py

[Lint]Style: Convert vllm-ascend/compilation to ruff format (#5912)

2026-01-16 20:57:46 +08:00

ascend_config.py

[npugraph_ex]enable npugraph_ex by default (#6664)

2026-02-12 08:44:06 +08:00

ascend_forward_context.py

[Main][Ops] Make triton rope support index_selecting from cos_sin_cache (#5450)

2026-02-11 21:20:53 +08:00

batch_invariant.py

implement batch invariant with ascendc (#6590)

2026-02-10 14:15:26 +08:00

cpu_binding.py

[Lint]Style: Convert vllm-ascend/compilation to ruff format (#5912)

2026-01-16 20:57:46 +08:00

envs.py

[MISC] Clean up useless env USE_OPTIMIZED_MODEL (#6618)

2026-02-09 15:38:58 +08:00

flash_common3_context.py

[Lint]Style: Convert vllm-ascend/compilation to ruff format (#5912)

2026-01-16 20:57:46 +08:00

meta_registration.py

[Ops][Refactor] Remove custom rotary_embedding operator (#6523)

2026-02-07 09:24:05 +08:00

platform.py

[Graph][Fusion] Integrating inductor pass and npugraph ex pass (#6354)

2026-02-13 15:34:55 +08:00

profiling_config.py

[Core][Misc] Clean up ProfileExecuteDuration (#6461)

2026-02-01 20:06:01 +08:00

utils.py

[Feat.][310P]: weightNZ feature with quant or unquant. (#6705)

2026-02-13 15:41:02 +08:00