[Feat][SP] Suport SP for VL MoE models (#7044)

### What this PR does / why we need it?

2nd PR for https://github.com/vllm-project/vllm-ascend/issues/5712,
extend SP to VL MoE models.


### Does this PR introduce _any_ user-facing change?
remove `sp_threshold` in additional config and reuse `sp_min_token_num`
from vLLM.


### How was this patch tested?
- Model: Qwen3-VL-30B-A3B, 
- TP4 DP2
- 100 reqs
- max concurrency 1

| Seq length | Mean TTFT (ms) main | Mean TTFT (ms) this PR |
|------------|---------------------|------------------------|
| 4k         | 429.40               | 323.3                  |
| 16k        | 1297.01              | 911.74                |

- vLLM version: v0.16.0
- vLLM main:
4034c3d32e

---------

Signed-off-by: realliujiaxu <realliujiaxu@163.com>
This commit is contained in:
realliujiaxu
2026-03-24 17:16:00 +08:00
committed by GitHub
parent 9615bc33fd
commit 5d12446573
21 changed files with 947 additions and 54 deletions

View File

@@ -159,6 +159,12 @@ class AscendConfig:
and get_ascend_device_type() != AscendDeviceType.A5
)
self.enable_sp_by_pass = (
vllm_config.model_config is not None
and not vllm_config.model_config.enforce_eager
and vllm_config.compilation_config.pass_config.enable_sp
)
@staticmethod
def _get_compile_ranges(compilation_config):
return compilation_config.compile_ranges_endpoints or []
@@ -195,14 +201,6 @@ class AscendConfig:
"{new_compile_ranges_split_points} for matmul and allreduce fusion"
)
from vllm_ascend.utils import is_moe_model
if vllm_config.compilation_config.pass_config.enable_sp and not is_moe_model(vllm_config):
from vllm_ascend.compilation.passes.sequence_parallelism import get_sp_threshold
sp_threshold = get_sp_threshold(vllm_config)
new_compile_ranges_split_points.append(sp_threshold)
logger.debug(f"add {sp_threshold} to compile_ranges_split_points for sequence parallelism")
if len(new_compile_ranges_split_points) > len(self._get_compile_ranges(vllm_config.compilation_config)):
new_compile_ranges_split_points = sorted(new_compile_ranges_split_points)
self._set_compile_ranges(vllm_config.compilation_config, new_compile_ranges_split_points)