diff --git a/paddle/fluid/inference/api/paddle_pass_builder.cc b/paddle/fluid/inference/api/paddle_pass_builder.cc
index b5582518eacd2103b25e7d78c6bd3d0ffd9abc92..903c01f636c5574df827d462562707473ce349d3 100644
--- a/paddle/fluid/inference/api/paddle_pass_builder.cc
+++ b/paddle/fluid/inference/api/paddle_pass_builder.cc
@@ -265,9 +265,10 @@ GpuPassStrategy::GpuPassStrategy() : PassStrategy({}) {
         "conv_elementwise_add_fuse_pass",      //
 #endif                                         //
         "transpose_flatten_concat_fuse_pass",  //
-        "conv2d_fusion_layout_transfer_pass",  //
-        "auto_mixed_precision_pass",           //
-        "inplace_op_var_pass",                 // should be the last pass.
+        // TODO(liuyuanle): rewrite this pass with new logic
+        // "conv2d_fusion_layout_transfer_pass",  //
+        "auto_mixed_precision_pass",  //
+        "inplace_op_var_pass",        // should be the last pass.
   });
 
   use_gpu_ = true;