[Feature]refactor the npugraph_ex config, support online-infer with static kernel (#5775)

### What this PR does / why we need it?
This is a part of
https://github.com/vllm-project/vllm-ascend/issues/4715#issue-3694310762
1. refactor the npugraph_ex config,modified the default configuration of
the static kernel, new default value of static kernel is false
2. support online-infer with static kernel
3. fixed the issue where manually modifying FX graphs caused an abnormal
model return type, and removed the related redundant code.

### Does this PR introduce _any_ user-facing change?
yes,the new config of npugraph_ex is as follow:
```
additional_config={
            "npugraph_ex_config": {
                "enable": True,
                "enable_static_kernel": False
            }
        }
```
### How was this patch tested?
```
vllm serve /data/DeepSeek-V3.1-Terminus-w4a8 \
    --host 0.0.0.0 \
    --port 8004 \
    --data-parallel-size 4 \
    --tensor-parallel-size 4 \
    --quantization ascend \
    --seed 1024 \
    --served-model-name deepseek_v3 \
    --enable-expert-parallel \
    --max-num-seqs 48 \
    --max-model-len 40000 \
    --async-scheduling \
    --max-num-batched-tokens 9000 \
    --trust-remote-code \
    --no-enable-prefix-caching \
    --speculative-config '{"num_speculative_tokens": 3, "method":"deepseek_mtp","disable_padded_drafter_batch": false}' \
    --gpu-memory-utilization 0.9 \
    --compilation-config '{"cudagraph_capture_sizes":[4,32,64,112,160,176,192], "cudagraph_mode": "FULL_DECODE_ONLY"}' \
    --additional-config \
    '{"enable_shared_expert_dp": true,"multistream_overlap_shared_expert": true,"npugraph_ex_config":{"enable":true}}'
```

- vLLM version: v0.13.0
- vLLM main:
2f4e6548ef

---------

Signed-off-by: chencangtao <chencangtao@huawei.com>
Signed-off-by: ChenCangtao <50493711+ChenCangtao@users.noreply.github.com>
Co-authored-by: chencangtao <chencangtao@huawei.com>
This commit is contained in:
ChenCangtao
2026-01-20 21:31:38 +08:00
committed by GitHub
parent 0c0514579f
commit 6c30f8bf87
6 changed files with 91 additions and 17 deletions

View File

@@ -31,6 +31,7 @@ The following table lists additional configuration options available in vLLM Asc
| `finegrained_tp_config` | dict | `{}` | Configuration options for module tensor parallelism |
| `ascend_compilation_config` | dict | `{}` | Configuration options for ascend compilation |
| `eplb_config` | dict | `{}` | Configuration options for ascend compilation |
| `npugraph_ex_config` | dict | `{}` | Configuration options for npugraph_ex backend |
| `refresh` | bool | `false` | Whether to refresh global Ascend configuration content. This is usually used by rlhf or ut/e2e test case. |
| `dump_config_path` | str | `None` | Configuration file path for msprobe dump(eager mode). |
| `enable_async_exponential` | bool | `False` | Whether to enable async exponential overlap. To enable async exponential, set this config to True. |
@@ -88,6 +89,13 @@ The details of each configuration option are as follows:
| `expert_map_record_path` | str | `None` | Save the expert load calculation results to a new expert table in the specified directory.|
| `num_redundant_experts` | int | `0` | Specify redundant experts during initialization. |
**npugraph_ex_config**
| Name | Type | Default | Description |
|------------------------| ---- |---------|----------------------------------------------------------------------------------------|
| `enable` | bool | `False` | Whether to enable npugraph_ex backend. |
| `enable_static_kernel` | bool | `False` | Whether to enable static kernel. Suitable for scenarios where shape changes are minimal and some time is available for static kernel compilation. |
### Example
An example of additional configuration is as follows: