[Feature] support aclgraph for model runner v2 (#7110)

### What this PR does / why we need it?
This PR aims to support aclgraph for model runner v2, please see RFC
#5208. The PR contains these modifications:
- adapt to newest commit of vllm main branch.
- supply a unified interface of extra forward context for both model
runner v1 and model runner v2.
- implement graph mode for main model. 

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

### How was this patch tested?

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

---------

Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
This commit is contained in:
Ronald
2026-03-13 09:11:46 +08:00
committed by GitHub
parent 1f71da80eb
commit c980e68d40
52 changed files with 840 additions and 309 deletions

View File

@@ -19,6 +19,8 @@ from vllm.forward_context import BatchDescriptor, get_forward_context
from vllm.logger import logger
from vllm.platforms import current_platform
from vllm_ascend.ascend_forward_context import _EXTRA_CTX
from ..utils import weak_ref_tensors
@@ -195,7 +197,7 @@ class ACLGraphWrapper:
if self.vllm_config.speculative_config
else False
)
if self.runtime_mode != CUDAGraphMode.FULL or not forward_context.is_draft_model or not use_eagle:
if self.runtime_mode != CUDAGraphMode.FULL or not _EXTRA_CTX.is_draft_model or not use_eagle:
torch.npu.current_stream().synchronize()
entry.aclgraph.replay()
return entry.output