diff --git a/docs/chapter2/第二章 Transformer架构.md b/docs/chapter2/第二章 Transformer架构.md
index a8d6864..3b0ebbf 100644
--- a/docs/chapter2/第二章 Transformer架构.md	
+++ b/docs/chapter2/第二章 Transformer架构.md	
@@ -540,7 +540,7 @@ class DecoderLayer(nn.Module):
         norm_x = self.attention_norm_2(x)
         h = x + self.attention.forward(norm_x, enc_out, enc_out)
         # 经过前馈神经网络
-        out = h + self.feed_forward.forward(self.fnn_norm(h))
+        out = h + self.feed_forward.forward(self.ffn_norm(h))
         return out
 ```