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A high-throughput and memory-efficient inference and serving engine for LLMs

Mirrored from https://github.com/tduncan-lum/Nvidia-Optimization-Stack---VLLM.git

Synced Nov 4, 08:45 UTC

[DSV4] Guard megamoe flag with Pure TP (#41522)

Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>

Yongye Zhu committed May 2, 2026 at 19:41 UTC 1c607d7b2cd4fb572b919c6053f19d0577203495
1 file changed +16 -10
vllm/model_executor/models/deepseek_v4.py
+16 -10
@@ -715,12 +715,15 @@ class DeepseekV4MoE(nn.Module):
715 config = vllm_config.model_config.hf_config
716 quant_config = vllm_config.quant_config
717 self.prefix = prefix
718 - if vllm_config.parallel_config.enable_expert_parallel:
719 - self.use_mega_moe = (
720 - vllm_config.kernel_config.moe_backend == "deep_gemm_mega_moe"
718 + self.use_mega_moe = (
719 + vllm_config.kernel_config.moe_backend == "deep_gemm_mega_moe"
720 + )
721 + if self.use_mega_moe and not vllm_config.parallel_config.enable_expert_parallel:
722 + raise NotImplementedError(
723 + "DeepSeek V4 MegaMoE currently requires expert parallel. "
724 + "Enable it with --enable-expert-parallel, or pick a different "
725 + "moe backend."
726 )
722 - else:
723 - self.use_mega_moe = False
727
728 self.routed_scaling_factor = getattr(config, "routed_scaling_factor", 1.0)
729 self.hidden_size = config.hidden_size
@@ -1223,12 +1226,15 @@ class DeepseekV4Model(nn.Module):
1226 config = vllm_config.model_config.hf_config
1227 quant_config = vllm_config.quant_config
1228 self.config = config
1226 - if vllm_config.parallel_config.enable_expert_parallel:
1227 - self.use_mega_moe = (
1228 - vllm_config.kernel_config.moe_backend == "deep_gemm_mega_moe"
1229 + self.use_mega_moe = (
1230 + vllm_config.kernel_config.moe_backend == "deep_gemm_mega_moe"
1231 + )
1232 + if self.use_mega_moe and not vllm_config.parallel_config.enable_expert_parallel:
1233 + raise NotImplementedError(
1234 + "DeepSeek V4 MegaMoE currently requires expert parallel. "
1235 + "Enable it with --enable-expert-parallel, or pick a different "
1236 + "moe backend."
1237 )
1230 - else:
1231 - self.use_mega_moe = False
1238 self.vocab_size = config.vocab_size
1239 self.hc_eps = config.hc_eps
1240 self.hc_mult = config.hc_mult