diff --git a/paddle/fluid/operators/CMakeLists.txt b/paddle/fluid/operators/CMakeLists.txt
index af43f606ffd4651414f705d29707d6b3d24758a4..4955d47ca77e599994a3e1959a2872e801663e09 100644
--- a/paddle/fluid/operators/CMakeLists.txt
+++ b/paddle/fluid/operators/CMakeLists.txt
@@ -96,7 +96,7 @@ endif()
 
 set(OP_HEADER_DEPS ${OP_HEADER_DEPS} phi phi_utils backward_infermeta sparse_backward_infermeta static_prim_api get_expected_kernel_func)
 
-register_operators(EXCLUDES py_func_op warpctc_op dgc_op generated_op1 generated_op2 generated_op3 generated_op4 load_combine_op lstm_op run_program_op eye_op quantize_linear_op
+register_operators(EXCLUDES py_func_op warpctc_op dgc_op generated_op1 generated_op2 generated_op3 generated_op4 load_combine_op lstm_op run_program_op quantize_linear_op
         recurrent_op save_combine_op sparse_attention_op sync_batch_norm_op activation_op ${OP_MKL_DEPS} DEPS ${OP_HEADER_DEPS})
 
 op_library(generated_op UNITY SRCS generated_op1.cc generated_op2.cc generated_op3.cc generated_op4.cc DEPS ${OP_HEADER_DEPS})
@@ -140,7 +140,6 @@ if (WITH_MLU)
 endif()
 
 op_library(lstm_op DEPS ${OP_HEADER_DEPS}  lstm_compute)
-op_library(eye_op DEPS ${OP_HEADER_DEPS})
 op_library(recurrent_op DEPS ${OP_HEADER_DEPS})
 
 set(COMMON_OP_DEPS ${OP_HEADER_DEPS})
diff --git a/paddle/fluid/operators/eye_op.cc b/paddle/fluid/operators/eye_op.cc
deleted file mode 100644
index 57582c694e8d997cf4602c4b5989d21d316f0add..0000000000000000000000000000000000000000
--- a/paddle/fluid/operators/eye_op.cc
+++ /dev/null
@@ -1,83 +0,0 @@
-/* Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.
-
-Licensed under the Apache License, Version 2.0 (the "License");
-you may not use this file except in compliance with the License.
-You may obtain a copy of the License at
-
-    http://www.apache.org/licenses/LICENSE-2.0
-
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
-WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-See the License for the specific language governing permissions and
-limitations under the License. */
-
-#include "paddle/fluid/framework/infershape_utils.h"
-#include "paddle/fluid/framework/op_registry.h"
-#include "paddle/phi/core/infermeta_utils.h"
-#include "paddle/phi/infermeta/nullary.h"
-
-namespace paddle {
-namespace operators {
-
-class EyeOp : public framework::OperatorWithKernel {
- public:
-  using framework::OperatorWithKernel::OperatorWithKernel;
-
- protected:
-  phi::KernelKey GetExpectedKernelType(
-      const framework::ExecutionContext& ctx) const override {
-    return phi::KernelKey(
-        framework::proto::VarType::Type(ctx.Attr<int>("dtype")),
-        ctx.GetPlace());
-  }
-};
-
-class EyeOpVarTypeInference : public framework::VarTypeInference {
- public:
-  void operator()(framework::InferVarTypeContext* ctx) const override {
-    auto data_type = static_cast<framework::proto::VarType::Type>(
-        PADDLE_GET_CONST(int, ctx->GetAttr("dtype")));
-    ctx->SetOutputDataType("Out", data_type);
-  }
-};
-
-class EyeOpMaker : public framework::OpProtoAndCheckerMaker {
- public:
-  void Make() override {
-    AddAttr<int>("dtype",
-                 "(int, default 5 (FP32)) "
-                 "Output data type")
-        .SetDefault(framework::proto::VarType::FP32);
-    AddAttr<int64_t>("num_rows",
-                     "(int64_t) the number of rows in output tensor")
-        .SupportTensor();
-    AddAttr<int64_t>("num_columns",
-                     "(int64_t) the number of columns in output tensor."
-                     "Default -1 means that num_columns=num_rows")
-        .SetDefault(-1)
-        .SupportTensor();
-    AddOutput("Out",
-              "(Tensor) Construct an identity tensor with "
-              "specified shape [num_rows, num_columns]");
-    AddComment(R"DOC(
-Return an identity tensor whose shape is [num_rows, num_columns].
-)DOC");
-  }
-};
-}  // namespace operators
-}  // namespace paddle
-
-namespace ops = paddle::operators;
-DECLARE_INFER_SHAPE_FUNCTOR(eye,
-                            EyeInferShapeFunctor,
-                            PD_INFER_META(phi::EyeInferMeta));
-
-REGISTER_OPERATOR(
-    eye,
-    ops::EyeOp,
-    ops::EyeOpMaker,
-    ops::EyeOpVarTypeInference,
-    paddle::framework::EmptyGradOpMaker<paddle::framework::OpDesc>,
-    paddle::framework::EmptyGradOpMaker<paddle::imperative::OpBase>,
-    EyeInferShapeFunctor);
diff --git a/paddle/phi/api/yaml/op_compat.yaml b/paddle/phi/api/yaml/op_compat.yaml
index e6f1d597f584854f381048a3dad1a21f59dfc7dd..6bcbed49be07ea54b1d084a20361ac9f10f04226 100644
--- a/paddle/phi/api/yaml/op_compat.yaml
+++ b/paddle/phi/api/yaml/op_compat.yaml
@@ -643,6 +643,15 @@
   extra :
     attrs : [bool use_mkldnn = false, bool use_cudnn = false]
 
+- op : eye
+  outputs :
+    out : Out
+  scalar :
+    num_rows :
+      support_tensor : true
+    num_columns :
+      support_tensor : true
+
 - op : fake_channel_wise_quantize_abs_max
   extra :
     attrs : [int round_type = 1]
diff --git a/paddle/phi/api/yaml/static_ops.yaml b/paddle/phi/api/yaml/static_ops.yaml
index a2ecdc8790aee41b2b96b97fb82c9391137ca938..235a1abde0064c4c568dd3bcf959d4ba57c535c2 100644
--- a/paddle/phi/api/yaml/static_ops.yaml
+++ b/paddle/phi/api/yaml/static_ops.yaml
@@ -69,6 +69,17 @@
     backend : x
     force_backend : force_cpu
 
+- op : eye
+  args : (Scalar(int64_t) num_rows, Scalar(int64_t) num_columns = -1, DataType dtype = DataType::FLOAT32)
+  output : Tensor(out)
+  infer_meta :
+    func : EyeInferMeta
+    param : [num_rows, num_columns, dtype]
+  kernel :
+    func : eye
+    param : [num_rows, num_columns, dtype]
+    data_type : dtype
+
 - op : frobenius_norm
   args : (Tensor x, IntArray axis={0}, bool keepdim=false, bool reduce_all=false, int in_dtype=-1, int out_dtype=-1)
   output : Tensor(out)
diff --git a/paddle/phi/ops/compat/eye_sig.cc b/paddle/phi/ops/compat/eye_sig.cc
deleted file mode 100644
index 6dafb642795d116ad85e4544a0b8c4a8496d6291..0000000000000000000000000000000000000000
--- a/paddle/phi/ops/compat/eye_sig.cc
+++ /dev/null
@@ -1,26 +0,0 @@
-// Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
-//
-// Licensed under the Apache License, Version 2.0 (the "License");
-// you may not use this file except in compliance with the License.
-// You may obtain a copy of the License at
-//
-//     http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing, software
-// distributed under the License is distributed on an "AS IS" BASIS,
-// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-// See the License for the specific language governing permissions and
-// limitations under the License.
-
-#include "paddle/phi/core/compat/op_utils.h"
-
-namespace phi {
-
-KernelSignature EyeOpArgumentMapping(const ArgumentMappingContext& ctx) {
-  return KernelSignature(
-      "eye", {}, {"num_rows", "num_columns", "dtype"}, {"Out"});
-}
-
-}  // namespace phi
-
-PD_REGISTER_ARG_MAPPING_FN(eye, phi::EyeOpArgumentMapping);