diff --git a/paddle/fluid/eager/CMakeLists.txt b/paddle/fluid/eager/CMakeLists.txt
index 691a381405e9a..31e6e9f4b6af2 100644
--- a/paddle/fluid/eager/CMakeLists.txt
+++ b/paddle/fluid/eager/CMakeLists.txt
@@ -1,4 +1,4 @@
-set(eager_deps phi_api hook_utils tensor_utils utils global_utils backward phi_tensor tracer layer autograd_meta grad_node_info grad_tensor_holder accumulation_node custom_operator_node)
+set(eager_deps phi_api phi_dygraph_api hook_utils tensor_utils utils global_utils backward phi_tensor tracer layer autograd_meta grad_node_info grad_tensor_holder accumulation_node custom_operator_node)
 
 set(fluid_deps tracer layer proto_desc operator op_registry variable_helper memcpy)
 set(generated_deps final_dygraph_function final_dygraph_node dygraph_function dygraph_node)
diff --git a/paddle/fluid/eager/eager_tensor.h b/paddle/fluid/eager/eager_tensor.h
index 41e57ef1a15b0..b11acae566d74 100644
--- a/paddle/fluid/eager/eager_tensor.h
+++ b/paddle/fluid/eager/eager_tensor.h
@@ -19,7 +19,6 @@
 #include "paddle/fluid/framework/variable.h"
 // Phi deps
 #include "paddle/phi/api/include/tensor.h"
-#include "paddle/phi/api/lib/api_declare.h"
 #include "paddle/phi/api/lib/utils/tensor_utils.h"
 #include "paddle/phi/core/compat/convert_utils.h"
 /**
diff --git a/paddle/fluid/framework/custom_operator.cc b/paddle/fluid/framework/custom_operator.cc
index 478e39b99dcc9..927a8c4754c1a 100644
--- a/paddle/fluid/framework/custom_operator.cc
+++ b/paddle/fluid/framework/custom_operator.cc
@@ -36,7 +36,6 @@ limitations under the License. */
 #include "paddle/fluid/platform/dynload/dynamic_loader.h"
 #include "paddle/fluid/string/string_helper.h"
 #include "paddle/phi/api/all.h"
-#include "paddle/phi/api/lib/api_declare.h"
 #include "paddle/phi/api/lib/ext_compat_utils.h"
 #include "paddle/phi/api/lib/utils/tensor_utils.h"
 #include "paddle/phi/core/compat/convert_utils.h"
diff --git a/paddle/phi/api/lib/CMakeLists.txt b/paddle/phi/api/lib/CMakeLists.txt
index 50c267f653564..ee59e3d1ae59d 100644
--- a/paddle/phi/api/lib/CMakeLists.txt
+++ b/paddle/phi/api/lib/CMakeLists.txt
@@ -17,12 +17,8 @@ set(api_gen_file ${CMAKE_SOURCE_DIR}/python/paddle/utils/code_gen/api_gen.py)
 set(api_yaml_file ${CMAKE_SOURCE_DIR}/python/paddle/utils/code_gen/api.yaml)
 set(api_header_file ${CMAKE_SOURCE_DIR}/paddle/phi/api/include/api.h)
 set(api_source_file ${CMAKE_SOURCE_DIR}/paddle/phi/api/lib/api.cc)
-set(dygraph_api_header_file ${CMAKE_SOURCE_DIR}/paddle/phi/api/lib/dygraph_api.h)
-set(dygraph_api_source_file ${CMAKE_SOURCE_DIR}/paddle/phi/api/lib/dygraph_api.cc)
 set(api_header_file_tmp ${api_header_file}.tmp)
 set(api_source_file_tmp ${api_source_file}.tmp)
-set(dygraph_api_header_file_tmp ${dygraph_api_header_file}.tmp)
-set(dygraph_api_source_file_tmp ${dygraph_api_source_file}.tmp)
 
 # backward api file
 set(bw_api_gen_file ${CMAKE_SOURCE_DIR}/python/paddle/utils/code_gen/backward_api_gen.py)
@@ -32,6 +28,13 @@ set(bw_api_source_file ${CMAKE_SOURCE_DIR}/paddle/phi/api/lib/backward_api.cc)
 set(bw_api_header_file_tmp ${bw_api_header_file}.tmp)
 set(bw_api_source_file_tmp ${bw_api_source_file}.tmp)
 
+# dygraph(intermediate) api file
+set(im_api_gen_file ${CMAKE_SOURCE_DIR}/python/paddle/utils/code_gen/intermediate_api_gen.py)
+set(dygraph_api_header_file ${CMAKE_SOURCE_DIR}/paddle/phi/api/lib/dygraph_api.h)
+set(dygraph_api_source_file ${CMAKE_SOURCE_DIR}/paddle/phi/api/lib/dygraph_api.cc)
+set(dygraph_api_header_file_tmp ${dygraph_api_header_file}.tmp)
+set(dygraph_api_source_file_tmp ${dygraph_api_source_file}.tmp)
+
 # sparse api file
 set(sparse_api_gen_file ${CMAKE_SOURCE_DIR}/python/paddle/utils/code_gen/sparse_api_gen.py)
 set(sparse_api_yaml_file ${CMAKE_SOURCE_DIR}/python/paddle/utils/code_gen/sparse_api.yaml)
@@ -48,14 +51,6 @@ set(sparse_bw_api_source_file ${CMAKE_SOURCE_DIR}/paddle/phi/api/lib/sparse_bw_a
 set(sparse_bw_api_header_file_tmp ${sparse_bw_api_header_file}.tmp)
 set(sparse_bw_api_source_file_tmp ${sparse_bw_api_source_file}.tmp)
 
-# sparse bw api file
-set(sparse_bw_api_gen_file ${CMAKE_SOURCE_DIR}/python/paddle/utils/code_gen/sparse_bw_api_gen.py)
-set(sparse_bw_api_yaml_file ${CMAKE_SOURCE_DIR}/python/paddle/utils/code_gen/sparse_bw_api.yaml)
-set(sparse_bw_api_header_file ${CMAKE_SOURCE_DIR}/paddle/phi/api/backward/sparse_bw_api.h)
-set(sparse_bw_api_source_file ${CMAKE_SOURCE_DIR}/paddle/phi/api/lib/sparse_bw_api.cc)
-set(sparse_bw_api_header_file_tmp ${sparse_bw_api_header_file}.tmp)
-set(sparse_bw_api_source_file_tmp ${sparse_bw_api_source_file}.tmp)
-
 # wrapped infermeta file
 set(wrapped_infermeta_gen_file ${CMAKE_SOURCE_DIR}/python/paddle/utils/code_gen/wrapped_infermeta_gen.py)
 set(api_yaml_file ${CMAKE_SOURCE_DIR}/python/paddle/utils/code_gen/api.yaml)
@@ -68,18 +63,14 @@ endif()
 
 # generate forward api
 add_custom_command(
-  OUTPUT ${api_header_file} ${api_source_file} ${dygraph_api_header_file} ${dygraph_api_source_file}
+  OUTPUT ${api_header_file} ${api_source_file}
   COMMAND ${PYTHON_EXECUTABLE} -m pip install pyyaml
   COMMAND ${PYTHON_EXECUTABLE} ${api_gen_file}
                  --api_yaml_path ${api_yaml_file}
                  --api_header_path ${api_header_file_tmp}
                  --api_source_path ${api_source_file_tmp}
-                 --dygraph_api_header_path ${dygraph_api_header_file_tmp}
-                 --dygraph_api_source_path ${dygraph_api_source_file_tmp}
   COMMAND ${CMAKE_COMMAND} -E copy_if_different ${api_header_file_tmp} ${api_header_file}
   COMMAND ${CMAKE_COMMAND} -E copy_if_different ${api_source_file_tmp} ${api_source_file}
-  COMMAND ${CMAKE_COMMAND} -E copy_if_different ${dygraph_api_header_file_tmp} ${dygraph_api_header_file}
-  COMMAND ${CMAKE_COMMAND} -E copy_if_different ${dygraph_api_source_file_tmp} ${dygraph_api_source_file}
   COMMENT "copy_if_different ${api_header_file} ${api_source_file}"
   DEPENDS ${api_yaml_file} ${api_gen_file} ${api_gen_base}
   VERBATIM)
@@ -123,6 +114,19 @@ add_custom_command(
   DEPENDS ${sparse_bw_api_yaml_file} ${sparse_bw_api_gen_file} ${api_gen_base} ${api_gen_file} ${sparse_api_gen_file} ${bw_api_gen_file}
   VERBATIM)
 
+# generate dygraph(intermediate) api
+add_custom_command(
+  OUTPUT ${dygraph_api_header_file} ${dygraph_api_source_file}
+  COMMAND ${PYTHON_EXECUTABLE} ${im_api_gen_file}
+                 --api_yaml_path ${api_yaml_file}
+                 --sparse_api_yaml_path ${sparse_api_yaml_file}
+                 --dygraph_api_header_path ${dygraph_api_header_file_tmp}
+                 --dygraph_api_source_path ${dygraph_api_source_file_tmp}
+  COMMAND ${CMAKE_COMMAND} -E copy_if_different ${dygraph_api_header_file_tmp} ${dygraph_api_header_file}
+  COMMAND ${CMAKE_COMMAND} -E copy_if_different ${dygraph_api_source_file_tmp} ${dygraph_api_source_file}
+  DEPENDS ${api_yaml_file} ${sparse_api_yaml_file} ${im_api_gen_file} ${api_gen_base} ${api_gen_file}
+  VERBATIM)
+
 # generate wrapped infermeta
 add_custom_command(
   OUTPUT ${wrapped_infermeta_header_file} ${wrapped_infermeta_source_file}
@@ -144,9 +148,9 @@ cc_library(api_custom_impl SRCS api_custom_impl.cc DEPS phi_tensor_raw phi kerne
 cc_library(sparse_api_custom_impl SRCS sparse_api_custom_impl.cc DEPS phi_tensor_raw phi kernel_dispatch api_gen_utils phi_data_transform)
 
 cc_library(phi_function_api SRCS ${api_source_file} DEPS phi_tensor_raw phi kernel_dispatch api_gen_utils phi_data_transform api_custom_impl)
-cc_library(phi_dygraph_api SRCS ${dygraph_api_source_file} DEPS phi_tensor_raw phi kernel_dispatch api_gen_utils phi_data_transform)
 cc_library(phi_bw_function_api SRCS ${bw_api_source_file} DEPS phi_tensor_raw phi kernel_dispatch api_gen_utils backward_infermeta phi_data_transform phi_function_api api_custom_impl)
 cc_library(sparse_api SRCS ${sparse_api_source_file} DEPS phi_tensor_raw phi kernel_dispatch api_gen_utils sparse_api_custom_impl)
 cc_library(sparse_bw_api SRCS ${sparse_bw_api_source_file} DEPS phi_tensor_raw phi kernel_dispatch api_gen_utils sparse_api sparse_api_custom_impl)
+cc_library(phi_dygraph_api SRCS ${dygraph_api_source_file} DEPS phi_tensor_raw phi kernel_dispatch api_gen_utils phi_data_transform phi_function_api sparse_api)
 
 cc_library(phi_tensor SRCS tensor_method.cc DEPS phi_tensor_raw phi_function_api api_gen_utils kernel_dispatch infermeta)
diff --git a/paddle/phi/api/lib/api_custom_impl.cc b/paddle/phi/api/lib/api_custom_impl.cc
index fc1afb26bf414..343880453ccd8 100644
--- a/paddle/phi/api/lib/api_custom_impl.cc
+++ b/paddle/phi/api/lib/api_custom_impl.cc
@@ -15,7 +15,6 @@ limitations under the License. */
 #include "paddle/phi/api/lib/api_custom_impl.h"
 
 #include "paddle/phi/api/lib/api_gen_utils.h"
-#include "paddle/phi/api/lib/api_registry.h"
 #include "paddle/phi/api/lib/data_transform.h"
 #include "paddle/phi/api/lib/kernel_dispatch.h"
 #include "paddle/phi/api/lib/utils/storage.h"
diff --git a/paddle/phi/api/lib/api_declare.h b/paddle/phi/api/lib/api_declare.h
index a5d3578d681b6..209b3f0c3c3e3 100644
--- a/paddle/phi/api/lib/api_declare.h
+++ b/paddle/phi/api/lib/api_declare.h
@@ -17,5 +17,5 @@ limitations under the License. */
 // api symbols declare, remove in the future
 #include "paddle/phi/api/lib/api_registry.h"
 
-PD_DECLARE_API(Math);
-PD_DECLARE_API(SparseApi);
+// PD_DECLARE_API(Math);
+// PD_DECLARE_API(SparseApi);
diff --git a/paddle/phi/api/lib/sparse_api_custom_impl.cc b/paddle/phi/api/lib/sparse_api_custom_impl.cc
index 8f8de02e49bdf..01e2ee14f4301 100644
--- a/paddle/phi/api/lib/sparse_api_custom_impl.cc
+++ b/paddle/phi/api/lib/sparse_api_custom_impl.cc
@@ -16,7 +16,6 @@ limitations under the License. */
 
 #include <memory>
 #include "glog/logging.h"
-#include "paddle/phi/api/lib/api_registry.h"
 #include "paddle/phi/api/lib/kernel_dispatch.h"
 #include "paddle/phi/api/lib/utils/storage.h"
 #include "paddle/phi/core/kernel_registry.h"
@@ -210,5 +209,3 @@ Tensor to_dense_impl(const Tensor& x) {
 }  // namespace sparse
 }  // namespace experimental
 }  // namespace paddle
-
-PD_REGISTER_API(SparseApi);
diff --git a/paddle/phi/tests/api/scale_api.h b/paddle/phi/tests/api/scale_api.h
index 6b9bb7aecefe6..8e92c9fc3aa5d 100644
--- a/paddle/phi/tests/api/scale_api.h
+++ b/paddle/phi/tests/api/scale_api.h
@@ -17,7 +17,6 @@
 #include "glog/logging.h"
 
 #include "paddle/phi/api/include/tensor.h"
-#include "paddle/phi/api/lib/api_registry.h"
 #include "paddle/phi/api/lib/kernel_dispatch.h"
 #include "paddle/phi/api/lib/utils/allocator.h"
 #include "paddle/phi/api/lib/utils/storage.h"
diff --git a/python/paddle/utils/code_gen/api_gen.py b/python/paddle/utils/code_gen/api_gen.py
index 07baa9b51de39..b0ed7886a7101 100644
--- a/python/paddle/utils/code_gen/api_gen.py
+++ b/python/paddle/utils/code_gen/api_gen.py
@@ -137,7 +137,6 @@ def source_include(header_file_path):
 #include "glog/logging.h"
 
 #include "paddle/phi/api/lib/api_custom_impl.h"
-#include "paddle/phi/api/lib/api_registry.h"
 #include "paddle/phi/api/lib/api_gen_utils.h"
 #include "paddle/phi/api/lib/data_transform.h"
 #include "paddle/phi/api/lib/kernel_dispatch.h"
@@ -148,18 +147,11 @@ def source_include(header_file_path):
 #include "paddle/phi/infermeta/nullary.h"
 #include "paddle/phi/infermeta/unary.h"
 #include "paddle/phi/infermeta/ternary.h"
-#include "paddle/phi/kernels/declarations.h"
 
 #include "paddle/fluid/platform/profiler/event_tracing.h"
 """
 
 
-def api_register():
-    return """
-PD_REGISTER_API(Math);
-"""
-
-
 def api_namespace():
     return ("""
 namespace paddle {
@@ -172,15 +164,12 @@ def api_namespace():
 """)
 
 
-def generate_api(api_yaml_path, header_file_path, source_file_path,
-                 dygraph_header_file_path, dygraph_source_file_path):
+def generate_api(api_yaml_path, header_file_path, source_file_path):
 
     with open(api_yaml_path, 'r') as f:
         apis = yaml.load(f, Loader=yaml.FullLoader)
     header_file = open(header_file_path, 'w')
     source_file = open(source_file_path, 'w')
-    dygraph_header_file = open(dygraph_header_file_path, 'w')
-    dygraph_source_file = open(dygraph_source_file_path, 'w')
 
     namespace = api_namespace()
 
@@ -192,41 +181,20 @@ def generate_api(api_yaml_path, header_file_path, source_file_path,
     source_file.write(source_include(include_header_file))
     source_file.write(namespace[0])
 
-    dygraph_header_file.write("#pragma once\n")
-    dygraph_header_file.write(header_include())
-    dygraph_header_file.write(namespace[0])
-
-    dygraph_include_header_file = "paddle/phi/api/lib/dygraph_api.h"
-    dygraph_source_file.write(source_include(dygraph_include_header_file))
-    dygraph_source_file.write(namespace[0])
-
     for api in apis:
         foward_api = ForwardAPI(api)
         if foward_api.is_dygraph_api:
-            dygraph_header_file.write(foward_api.gene_api_declaration())
-            dygraph_source_file.write(foward_api.gene_api_code())
-
             foward_api.is_dygraph_api = False
-            header_file.write(foward_api.gene_api_declaration())
-            source_file.write(foward_api.gene_api_code())
-        else:
-            header_file.write(foward_api.gene_api_declaration())
-            source_file.write(foward_api.gene_api_code())
+
+        header_file.write(foward_api.gene_api_declaration())
+        source_file.write(foward_api.gene_api_code())
 
     header_file.write(namespace[1])
     source_file.write(namespace[1])
 
-    dygraph_header_file.write(namespace[1])
-    dygraph_source_file.write(namespace[1])
-
-    source_file.write(api_register())
-
     header_file.close()
     source_file.close()
 
-    dygraph_header_file.close()
-    dygraph_source_file.close()
-
 
 def main():
     parser = argparse.ArgumentParser(
@@ -246,26 +214,13 @@ def main():
         help='output of generated api source code file',
         default='paddle/phi/api/lib/api.cc')
 
-    parser.add_argument(
-        '--dygraph_api_header_path',
-        help='output of generated dygraph api header code file',
-        default='paddle/phi/api/lib/dygraph_api.h')
-
-    parser.add_argument(
-        '--dygraph_api_source_path',
-        help='output of generated dygraph api source code file',
-        default='paddle/phi/api/lib/dygraph_api.cc')
-
     options = parser.parse_args()
 
     api_yaml_path = options.api_yaml_path
     header_file_path = options.api_header_path
     source_file_path = options.api_source_path
-    dygraph_header_file_path = options.dygraph_api_header_path
-    dygraph_source_file_path = options.dygraph_api_source_path
 
-    generate_api(api_yaml_path, header_file_path, source_file_path,
-                 dygraph_header_file_path, dygraph_source_file_path)
+    generate_api(api_yaml_path, header_file_path, source_file_path)
 
 
 if __name__ == '__main__':
diff --git a/python/paddle/utils/code_gen/backward_api_gen.py b/python/paddle/utils/code_gen/backward_api_gen.py
index 5506f71f4b671..69631b574d09a 100644
--- a/python/paddle/utils/code_gen/backward_api_gen.py
+++ b/python/paddle/utils/code_gen/backward_api_gen.py
@@ -146,7 +146,6 @@ def source_include(header_file_path):
 #include "glog/logging.h"
 
 #include "paddle/phi/api/lib/api_custom_impl.h"
-#include "paddle/phi/api/lib/api_registry.h"
 #include "paddle/phi/api/lib/api_gen_utils.h"
 #include "paddle/phi/api/lib/data_transform.h"
 #include "paddle/phi/api/lib/kernel_dispatch.h"
diff --git a/python/paddle/utils/code_gen/intermediate_api_gen.py b/python/paddle/utils/code_gen/intermediate_api_gen.py
new file mode 100644
index 0000000000000..9f6b1e16a2031
--- /dev/null
+++ b/python/paddle/utils/code_gen/intermediate_api_gen.py
@@ -0,0 +1,165 @@
+# 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.
+
+import os
+import yaml
+import argparse
+import re
+
+from api_gen import ForwardAPI
+from sparse_api_gen import SparseAPI
+
+
+def header_include():
+    return """
+#include <tuple>
+
+#include "paddle/phi/api/include/tensor.h"
+#include "paddle/phi/common/scalar.h"
+#include "paddle/phi/common/scalar_array.h"
+#include "paddle/utils/optional.h"
+"""
+
+
+def source_include(header_file_path):
+    return f"""#include "{header_file_path}"
+
+#include <memory>
+
+#include "glog/logging.h"
+
+#include "paddle/phi/api/lib/api_custom_impl.h"
+#include "paddle/phi/api/lib/api_gen_utils.h"
+#include "paddle/phi/api/lib/data_transform.h"
+#include "paddle/phi/api/lib/kernel_dispatch.h"
+#include "paddle/phi/api/lib/sparse_api_custom_impl.h"
+#include "paddle/phi/api/lib/utils/storage.h"
+#include "paddle/phi/core/kernel_registry.h"
+#include "paddle/phi/infermeta/binary.h"
+#include "paddle/phi/infermeta/multiary.h"
+#include "paddle/phi/infermeta/nullary.h"
+#include "paddle/phi/infermeta/unary.h"
+#include "paddle/phi/infermeta/ternary.h"
+
+#include "paddle/fluid/platform/profiler/event_tracing.h"
+"""
+
+
+def api_namespace():
+    return ("""
+namespace paddle {
+namespace experimental {
+
+""", """
+
+}  // namespace experimental
+}  // namespace paddle
+""")
+
+
+def sparse_namespace():
+    return ("""
+namespace sparse {
+""", """
+}  // namespace sparse
+""")
+
+
+def generate_intermediate_api(api_yaml_path, sparse_api_yaml_path,
+                              dygraph_header_file_path,
+                              dygraph_source_file_path):
+
+    dygraph_header_file = open(dygraph_header_file_path, 'w')
+    dygraph_source_file = open(dygraph_source_file_path, 'w')
+
+    namespace = api_namespace()
+    sparse_namespace_pair = sparse_namespace()
+
+    dygraph_header_file.write("#pragma once\n")
+    dygraph_header_file.write(header_include())
+    dygraph_header_file.write(namespace[0])
+
+    dygraph_include_header_file = "paddle/phi/api/lib/dygraph_api.h"
+    dygraph_source_file.write(source_include(dygraph_include_header_file))
+    dygraph_source_file.write(namespace[0])
+
+    with open(api_yaml_path, 'r') as f:
+        apis = yaml.load(f, Loader=yaml.FullLoader)
+
+    for api in apis:
+        foward_api = ForwardAPI(api)
+        if foward_api.is_dygraph_api:
+            dygraph_header_file.write(foward_api.gene_api_declaration())
+            dygraph_source_file.write(foward_api.gene_api_code())
+
+    dygraph_header_file.write(sparse_namespace_pair[0])
+    dygraph_source_file.write(sparse_namespace_pair[0])
+
+    with open(sparse_api_yaml_path, 'r') as f:
+        sparse_apis = yaml.load(f, Loader=yaml.FullLoader)
+
+    for api in sparse_apis:
+        sparse_api = SparseAPI(api)
+        if sparse_api.is_dygraph_api:
+            print(sparse_api.api)
+            dygraph_header_file.write(sparse_api.gene_api_declaration())
+            dygraph_source_file.write(sparse_api.gene_api_code())
+
+    dygraph_header_file.write(sparse_namespace_pair[1])
+    dygraph_header_file.write(namespace[1])
+
+    dygraph_source_file.write(sparse_namespace_pair[1])
+    dygraph_source_file.write(namespace[1])
+
+    dygraph_header_file.close()
+    dygraph_source_file.close()
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description='Generate PaddlePaddle C++ Sparse API files')
+    parser.add_argument(
+        '--api_yaml_path',
+        help='path to api yaml file',
+        default='python/paddle/utils/code_gen/api.yaml')
+
+    parser.add_argument(
+        '--sparse_api_yaml_path',
+        help='path to sparse api yaml file',
+        default='python/paddle/utils/code_gen/sparse_api.yaml')
+
+    parser.add_argument(
+        '--dygraph_api_header_path',
+        help='output of generated dygraph api header code file',
+        default='paddle/phi/api/lib/dygraph_api.h')
+
+    parser.add_argument(
+        '--dygraph_api_source_path',
+        help='output of generated dygraph api source code file',
+        default='paddle/phi/api/lib/dygraph_api.cc')
+
+    options = parser.parse_args()
+
+    api_yaml_path = options.api_yaml_path
+    sparse_api_yaml_path = options.sparse_api_yaml_path
+    dygraph_header_file_path = options.dygraph_api_header_path
+    dygraph_source_file_path = options.dygraph_api_source_path
+
+    generate_intermediate_api(api_yaml_path, sparse_api_yaml_path,
+                              dygraph_header_file_path,
+                              dygraph_source_file_path)
+
+
+if __name__ == '__main__':
+    main()
diff --git a/python/paddle/utils/code_gen/sparse_api.yaml b/python/paddle/utils/code_gen/sparse_api.yaml
index 2d1fe78b55981..c43e1752152ba 100644
--- a/python/paddle/utils/code_gen/sparse_api.yaml
+++ b/python/paddle/utils/code_gen/sparse_api.yaml
@@ -4,6 +4,7 @@
   kernel :
     func : sparse_conv3d
     layout : x
+  # intermediate : rulebook
   backward : conv3d_grad
 
 - api : to_dense
diff --git a/python/paddle/utils/code_gen/sparse_api_gen.py b/python/paddle/utils/code_gen/sparse_api_gen.py
index b4fc7638622b9..ba63217068fd8 100644
--- a/python/paddle/utils/code_gen/sparse_api_gen.py
+++ b/python/paddle/utils/code_gen/sparse_api_gen.py
@@ -24,9 +24,6 @@ class SparseAPI(ForwardAPI):
     def __init__(self, api_item_yaml):
         super(SparseAPI, self).__init__(api_item_yaml)
 
-    def get_api_func_name(self):
-        return self.api
-
     def gene_api_declaration(self):
         return f"""
 // {", ".join(self.outputs['names'])}
@@ -182,7 +179,6 @@ def source_include(header_file_path):
 
 #include "glog/logging.h"
 
-#include "paddle/phi/api/lib/api_registry.h"
 #include "paddle/phi/api/lib/api_gen_utils.h"
 #include "paddle/phi/api/lib/data_transform.h"
 #include "paddle/phi/api/lib/kernel_dispatch.h"
@@ -191,10 +187,6 @@ def source_include(header_file_path):
 """
 
 
-def api_register():
-    return ""
-
-
 def api_namespace():
     return ("""
 namespace paddle {
@@ -228,14 +220,14 @@ def generate_api(api_yaml_path, header_file_path, source_file_path):
 
     for api in apis:
         sparse_api = SparseAPI(api)
+        if sparse_api.is_dygraph_api:
+            sparse_api.is_dygraph_api = False
         header_file.write(sparse_api.gene_api_declaration())
         source_file.write(sparse_api.gene_api_code())
 
     header_file.write(namespace[1])
     source_file.write(namespace[1])
 
-    source_file.write(api_register())
-
     header_file.close()
     source_file.close()
 
diff --git a/python/paddle/utils/code_gen/sparse_bw_api_gen.py b/python/paddle/utils/code_gen/sparse_bw_api_gen.py
index 5dac7c8c48367..5e30f509eaeca 100644
--- a/python/paddle/utils/code_gen/sparse_bw_api_gen.py
+++ b/python/paddle/utils/code_gen/sparse_bw_api_gen.py
@@ -106,7 +106,6 @@ def source_include(header_file_path):
 
 #include "glog/logging.h"
 
-#include "paddle/phi/api/lib/api_registry.h"
 #include "paddle/phi/api/lib/api_gen_utils.h"
 #include "paddle/phi/api/lib/kernel_dispatch.h"
 #include "paddle/phi/api/lib/sparse_api_custom_impl.h"
@@ -114,10 +113,6 @@ def source_include(header_file_path):
 """
 
 
-def api_register():
-    return ""
-
-
 def api_namespace():
     return ("""
 namespace paddle {
@@ -157,8 +152,6 @@ def generate_api(api_yaml_path, header_file_path, source_file_path):
     header_file.write(namespace[1])
     source_file.write(namespace[1])
 
-    source_file.write(api_register())
-
     header_file.close()
     source_file.close()