Fix W_gate device: ensure .to(dev) after transpose
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@@ -1317,7 +1317,7 @@ def main():
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gate_ws2.to(dev) if gate_ws2 is not None else None,
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gate_isc.to(dev) if gate_isc is not None else None)
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# W_gate shape: (H, E) for F.linear(x, W_gate.T)
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router.W_gate = gate_bf16.T.contiguous()
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router.W_gate = gate_bf16.T.contiguous().to(dev)
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router.gate_lin = None # force BF16 dispatch path
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router.load_weights(e_bias=eb.to(dev, torch.float32))
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if li < 5: print(f" L{li}: BF16 router gate (dequantized from NVFP4)", flush=True)
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@@ -1326,7 +1326,7 @@ def main():
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gw = all_w.get(f"{pfx}.gate.weight")
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if gw is not None:
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g_bf16 = gw if gw.shape == (E, H) else gw.T.contiguous()
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router.W_gate = g_bf16.T.contiguous()
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router.W_gate = g_bf16.T.contiguous().to(dev)
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router.gate_lin = None
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router.load_weights(e_bias=eb.to(dev, torch.float32))
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if li < 5: print(f" L{li}: BF16 router gate (checkpoint BF16)", flush=True)
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