[Refactor]refactor 310p ops and add ut (#6591)

### What this PR does / why we need it?
This pull request focuses on a significant refactoring effort within the
vllm-ascend project, specifically targeting operations optimized for the
Ascend 310P hardware. The changes aim to streamline the implementation
of core components like quantization and multi-head attention, making
the codebase more maintainable and robust. Concurrently, new unit tests
have been introduced to ensure the correctness and reliability of these
refactored modules.

### Does this PR introduce _any_ user-facing change?
No

### How was this patch tested?
E2E test with qwen3-32b w8a8

- vLLM version: v0.15.0
- vLLM main:
d7e17aaacd

---------

Signed-off-by: pu-zhe <zpuaa@outlook.com>
This commit is contained in:
pu-zhe
2026-02-07 09:25:17 +08:00
committed by GitHub
parent 6c49f95da2
commit 23524f2ca4
6 changed files with 173 additions and 28 deletions

View File

@@ -26,7 +26,7 @@ from .registry import register_scheme
@register_scheme("W8A8", "linear")
class AscendW8A8LinearMethod310P(AscendLinearScheme):
class AscendW8A8LinearMethod310(AscendLinearScheme):
"""310P-only W8A8 static linear scheme.
Notes:

View File

@@ -46,7 +46,7 @@ from vllm_ascend.utils import ASCEND_QUANTIZATION_METHOD
logger = init_logger(__name__)
def create_scheme_for_layer_310p(
def create_scheme_for_layer(
cfg: AscendModelSlimConfig,
quant_description: dict[str, Any],
prefix: str,
@@ -140,7 +140,7 @@ class AscendModelSlimConfig310(AscendModelSlimConfig):
return AscendUnquantizedLinearMethod()
scheme = create_scheme_for_layer_310p(
scheme = create_scheme_for_layer(
cfg=self,
quant_description=self.quant_description,
prefix=prefix,