[Bugfix]Fix eplb enable when using mtp float weights. (#4576)
### What this PR does / why we need it? Fix eplb enable when using mtp float weights. It will be remove when eplb supporting mtp and float weights. ### How was this patch tested? Deepseek-V3 + MTP + EPLB in A3. --------- Signed-off-by: offline0806 <3337230449@qq.com> Signed-off-by: offline893 <158537145+offline893@users.noreply.github.com> Co-authored-by: offline0806 <3337230449@qq.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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@@ -169,11 +169,15 @@ class AscendFusedMoE(FusedMoE):
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self.expert_map_path = ascend_config.expert_map_path
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self.global_redundant_expert_num = ascend_config.init_redundancy_expert
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self.global_num_experts = num_experts + self.global_redundant_expert_num
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# TODO: Flag for static expert placement. This is a temporary workaround
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# to allow dynamic EPLB with float weights by skipping quantization checks.
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self.static_eplb_enabled = False
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if self.custom_routing_function is None and self.e_score_correction_bias is not None:
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vllm_config = get_current_vllm_config()
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self.e_score_correction_bias.data = self.e_score_correction_bias.data.to(
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dtype=vllm_config.model_config.dtype)
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# static eplb initializing with expert_map_path
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init_eplb_enable = False
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if self.expert_map_path and os.path.exists(
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self.expert_map_path) and os.access(self.expert_map_path,
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os.R_OK):
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@@ -189,6 +193,7 @@ class AscendFusedMoE(FusedMoE):
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self.moe_instance_id, self.ep_rank))
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self.log2phy = self.expert_load_balancer.get_rank_log2phy_map(
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self.moe_instance_id, self.ep_rank).npu()
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init_eplb_enable = True
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except Exception as e:
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logger.warning(
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f"Init expert map of mtp/eagle when using sample.{e}")
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@@ -219,10 +224,10 @@ class AscendFusedMoE(FusedMoE):
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self.moe_load = torch.zeros(local_num_experts,
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dtype=torch.int64).npu()
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eplb_enable = self.dynamic_eplb or (self.expert_map_path is not None)
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if eplb_enable and (not hasattr(self.quant_method, "quant_method") or
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not isinstance(self.quant_method.quant_method,
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AscendW8A8DynamicFusedMoEMethod)):
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if init_eplb_enable and (
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not hasattr(self.quant_method, "quant_method")
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or not isinstance(self.quant_method.quant_method,
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AscendW8A8DynamicFusedMoEMethod)):
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raise ValueError("Eplb supports only w8a8_dynamic quantization.")
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self.moe_config.num_experts = self.global_num_experts
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