diff --git a/x2paddle/optimizer/fusion/dygraph/adaptive_pool2d_fuser.py b/x2paddle/optimizer/fusion/dygraph/adaptive_pool2d_fuser.py
index bc1d3507a446f41ba55ae02ed21193c935371792..10fb292ec9a1a46fd6c380fba3296235ab051f61 100644
--- a/x2paddle/optimizer/fusion/dygraph/adaptive_pool2d_fuser.py
+++ b/x2paddle/optimizer/fusion/dygraph/adaptive_pool2d_fuser.py
@@ -167,7 +167,7 @@ class DygraphAdaptivePool2dFuser(FuseBase):
             new_layer = PaddleLayer(
                 layers_id[0],
                 "paddle.nn.functional.adaptive_avg_pool2d",
-                inputs={"input": input_name},
+                inputs={"x": input_name},
                 outputs=[output_name],
                 **attrs)
         else: