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[MoE] [Refactor] Combine common_fused_moe and fused_moe (#3176)

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### What this PR does / why we need it?
1. Move additional functionalities from fused_moe.py to
common_fused_moe.py and remove fused_moe.py
2. Remove unnecessary custom classes from qwen3_moe.py, and it will be
completely removed after we release vllm-ascend v0.11.0

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

### How was this patch tested?

Qwen3-30B-A3B/Qwen3-30B-A3B-W8A8/DeepSeek-V3-W4A8-Pruing/deepseek-mtp/pangu-pro-moe-pruing:

1. Enable/Disable EP
3. Aclgraph & eager
4. SP


- vLLM version: v0.11.0

---------

Signed-off-by: Pr0Wh1teGivee <calvin_zhu0210@outlook.com>
Co-authored-by: weijinqian0 <12153182+weijinqian0@users.noreply.github.com>
This commit is contained in:
weichen
2025-10-09 14:12:46 +08:00
committed by GitHub
parent a36e3da78e
commit 94dd832815
17 changed files with 175 additions and 1110 deletions
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4
vllm_ascend/models/__init__.py
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@@ -45,10 +45,6 @@ def register_model():
"DeepSeekMTPModel",
"vllm_ascend.models.deepseek_mtp:CustomDeepSeekMTP")
ModelRegistry.register_model(
"Qwen3MoeForCausalLM",
"vllm_ascend.models.qwen3_moe:CustomQwen3MoeForCausalLM")
# There is no PanguProMoEForCausalLM in vLLM, so we should register it before vLLM config initialization
# to make sure the model can be loaded correctly. This register step can be removed once vLLM support PanguProMoEForCausalLM.
ModelRegistry.register_model(