fix(interface): corex_moe accepts w13 merged format + no silent fallback
corex_moe.py: moe_forward now accepts both formats:
Format A: w1(E,I,H) + w2(E,H,I) + w3(E,I,H) — xllm style, separate gate/up
Format B: w13(E,2*I,H) + w2(E,H,I) + w3=None — vllm style, merged gate_up
Auto-detects by checking if w3 is None, splits w13 internally.
qwen3_5.py:
- Fix corex_moe call: use keyword args (w3=None, topk=self.top_k)
prevents topk integer going to w3 tensor position
- Remove silent fallback on corex_moe failure — raise RuntimeError
with full shape info for diagnosis. Zero score with no error log
is worse than a crash.
This commit is contained in:
@@ -1207,12 +1207,16 @@ class Qwen3_5MoeSparseBlock(nn.Module):
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routed_out = self._corex_moe_forward(
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hidden_states, router_logits,
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self.experts.w13_weight, self.experts.w2_weight,
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self.top_k,
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w3=None, topk=self.top_k,
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)
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except Exception as e:
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logger.warning("CoreX MoE forward failed (%s), falling back permanently", e)
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self._use_corex_moe = False
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routed_out = self._pure_pytorch_experts(hidden_states, router_logits)
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# NO FALLBACK — crash with error log so we can diagnose
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logger.error("CoreX MoE forward FAILED: %s", e)
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raise RuntimeError(
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f"corex_moe.moe_forward failed: {e}. "
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f"Shapes: hidden={hidden_states.shape}, router={router_logits.shape}, "
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f"w13={self.experts.w13_weight.shape}, w2={self.experts.w2_weight.shape}"
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) from e
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else:
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routed_out = self._pure_pytorch_experts(hidden_states, router_logits)
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