Files
xc-llm-ascend/vllm_ascend/models/__init__.py
rjg-lyh 9a3bdf2162 [main] Use AddRmsNormQuant ops in the custom model to optimize Qwen3's performance (#1806)
### What this PR does / why we need it?
Optimizes the performance of the Qwen3 quantization model by registering
a custom model and adding the AddRmsNormQuant operation. Subsequent PRs
will focus on performance optimizations based on this custom model.

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

### How was this patch tested?
CI passed with existing test.

- vLLM version: v0.9.2
- vLLM main:
8d0a01a5f2

Signed-off-by: rjg-lyh <1318825571@qq.com>
2025-07-22 19:03:13 +08:00

63 lines
2.3 KiB
Python

from vllm import ModelRegistry
import vllm_ascend.envs as envs
def register_model():
from .deepseek_dbo import CustomDeepseekDBOForCausalLM # noqa: F401
from .deepseek_mtp import CustomDeepSeekMTP # noqa: F401
from .deepseek_v2 import CustomDeepseekV2ForCausalLM # noqa: F401
from .deepseek_v3 import CustomDeepseekV3ForCausalLM # noqa: F401
from .qwen2_5_vl import \
AscendQwen2_5_VLForConditionalGeneration # noqa: F401
from .qwen2_vl import AscendQwen2VLForConditionalGeneration # noqa: F401
from .qwen3 import CustomQwen3ForCausalLM # noqa: F401
ModelRegistry.register_model(
"DeepSeekMTPModel",
"vllm_ascend.models.deepseek_mtp:CustomDeepSeekMTP")
ModelRegistry.register_model(
"Qwen2VLForConditionalGeneration",
"vllm_ascend.models.qwen2_vl:AscendQwen2VLForConditionalGeneration")
if envs.USE_OPTIMIZED_MODEL:
ModelRegistry.register_model(
"Qwen2_5_VLForConditionalGeneration",
"vllm_ascend.models.qwen2_5_vl:AscendQwen2_5_VLForConditionalGeneration"
)
else:
ModelRegistry.register_model(
"Qwen2_5_VLForConditionalGeneration",
"vllm_ascend.models.qwen2_5_vl_without_padding:AscendQwen2_5_VLForConditionalGeneration_Without_Padding"
)
if envs.VLLM_ASCEND_ENABLE_DBO:
ModelRegistry.register_model(
"DeepseekV2ForCausalLM",
"vllm_ascend.models.deepseek_dbo:CustomDeepseekDBOForCausalLM")
ModelRegistry.register_model(
"DeepseekV3ForCausalLM",
"vllm_ascend.models.deepseek_dbo:CustomDeepseekDBOForCausalLM")
else:
ModelRegistry.register_model(
"DeepseekV2ForCausalLM",
"vllm_ascend.models.deepseek_v2:CustomDeepseekV2ForCausalLM")
ModelRegistry.register_model(
"DeepseekV3ForCausalLM",
"vllm_ascend.models.deepseek_v3:CustomDeepseekV3ForCausalLM")
ModelRegistry.register_model(
"Qwen3MoeForCausalLM",
"vllm_ascend.models.qwen3_moe:CustomQwen3MoeForCausalLM")
ModelRegistry.register_model(
"Qwen3ForCausalLM", "vllm_ascend.models.qwen3:CustomQwen3ForCausalLM")
ModelRegistry.register_model(
"PanguProMoEForCausalLM",
"vllm_ascend.models.pangu_moe:PanguProMoEForCausalLM")