[main][refactor] Refactoring forward_context and model_runner_v1 (#1979)

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

A refactoring of forward_context and model_runner_v1, add some context
which is necessary in model inference into forward_context, and refactor
dummy_run logic, make it more reasonable.
Some details for this PR:

Add `ascend_forward_context`;
Update mc2_v2 op, and support `active_mask` param;
Update scripts in examples dir;
refactor `dummy_run` logic;
Add soc_version for A2 and A3;

### Does this PR introduce _any_ user-facing change?

No change at user-facing.

### How was this patch tested?


- vLLM version: v0.10.0
- vLLM main:
57c22e57f9

Signed-off-by: zzzzwwjj <1183291235@qq.com>
This commit is contained in:
zzzzwwjj
2025-07-28 14:06:20 +08:00
committed by GitHub
parent e3a2443c3a
commit ba3dfbd59e
22 changed files with 629 additions and 347 deletions

View File

@@ -21,6 +21,7 @@ def main():
tensor_parallel_size=2,
max_model_len=4096,
trust_remote_code=True,
enable_expert_parallel=True,
additional_config={
"torchair_graph_config": {
"enabled": False
@@ -28,7 +29,6 @@ def main():
"ascend_scheduler_config": {
"enabled": True
},
"expert_tensor_parallel_size": 1
})
# Generate texts from the prompts. The output is a list of RequestOutput