diff --git a/python/paddle/fluid/dygraph/dygraph_to_static/ast_transformer.py b/python/paddle/fluid/dygraph/dygraph_to_static/ast_transformer.py
index 6305dcee70cca80915ad0ee5c113d82aa40cae04..b175dde68ead6affd32a2d35ed38504c237ae7ca 100644
--- a/python/paddle/fluid/dygraph/dygraph_to_static/ast_transformer.py
+++ b/python/paddle/fluid/dygraph/dygraph_to_static/ast_transformer.py
@@ -359,15 +359,20 @@ class BasicApiTransformer(gast.NodeTransformer):
     def _update_feed_dict(self, node):
         assert isinstance(node, gast.Call)
 
-        var_name = None
+        value_node = None
         for kw in node.keywords:
             if kw.arg == 'value':
-                var_name = kw.value.id  # eg: 'a' for "value=a "
-        if not var_name:
-            var_name = node.args[0].id
+                value_node = kw.value  # eg: `a` for "value=a "
+        if not value_node:
+            value_node = node.args[0]
 
-        feed_var_name = unique_name.generate(var_name)  # eg: "a_0"
-        self.feed_name_to_arg_id[feed_var_name] = var_name  # eg: "a_0" : "a"
+        if not isinstance(value_node, gast.Name):
+            return
+        else:
+            var_name = value_node.id
+            feed_var_name = unique_name.generate(var_name)  # eg: "a_0"
+            self.feed_name_to_arg_id[
+                feed_var_name] = var_name  # eg: "a_0" : "a"
 
     def get_feed_name_to_arg_id(self):
         return self.feed_name_to_arg_id
diff --git a/python/paddle/fluid/dygraph/dygraph_to_static/utils.py b/python/paddle/fluid/dygraph/dygraph_to_static/utils.py
index cf54043dd37a8bff017fdc4e559a4892601f7994..0a72881c2c4ed06fe2c232a422c2139250669322 100644
--- a/python/paddle/fluid/dygraph/dygraph_to_static/utils.py
+++ b/python/paddle/fluid/dygraph/dygraph_to_static/utils.py
@@ -150,11 +150,27 @@ def to_static_ast(node, class_node):
     return node
 
 
-def to_assign_node(ori_node):
-    assert isinstance(ori_node, gast.Call)
+def to_assign_node(node):
+    # Transform dygraph api `fluid.dygraph.to_variable` to static api `fluid.layers.assign`.
+    # NOTE:
+    #   1. Api `to_variable` supports data type {float16, float32, float64, int16, int32, int64, uint8, uint16},
+    #   but api `assign` only supports {float32, float64, int32, int64, bool};
+    #   2. If the input of api `assign` is numpy.ndarray, its size cannot be greater than 1024 * 1024.
+    assert isinstance(node, gast.Call)
     assign_api = gast.parse('fluid.layers.assign').body[0].value
-    ori_node.func = assign_api
-    return ori_node
+    node.func = assign_api
+
+    if node.args:
+        node.args = [node.args[0]]
+        node.keywords = []
+    else:
+        for idx, kw in enumerate(node.keywords):
+            if kw.arg == 'value':
+                node.keywords[idx].arg = 'input'
+                node.keywords = [node.keywords[idx]]
+                node.args = []
+                break
+    return node
 
 
 def update_args_of_func(node, dygraph_node, method_name):
diff --git a/python/paddle/fluid/tests/unittests/test_dygraph_to_static_basic_api_transformation.py b/python/paddle/fluid/tests/unittests/test_dygraph_to_static_basic_api_transformation.py
index e60cca70b479443e20bfe35b1bcbeaf7cc3ed9ab..38a10ecb5dc0d0cbb3ed9b627fe15ae02be6843d 100644
--- a/python/paddle/fluid/tests/unittests/test_dygraph_to_static_basic_api_transformation.py
+++ b/python/paddle/fluid/tests/unittests/test_dygraph_to_static_basic_api_transformation.py
@@ -28,19 +28,25 @@ np.random.seed(SEED)
 
 
 def dyfunc_to_variable(x):
-    res = fluid.dygraph.to_variable(x)
+    res = fluid.dygraph.to_variable(x, name=None, zero_copy=None)
+    return res
+
+
+def dyfunc_to_variable_2(x):
+    res = fluid.dygraph.to_variable(value=np.zeros(shape=(1), dtype=np.int32))
     return res
 
 
 class TestDygraphBasicApi_ToVariable(unittest.TestCase):
     def setUp(self):
         self.input = np.ones(5).astype("int32")
-        self.dygraph_func = dyfunc_to_variable
+        self.test_funcs = [dyfunc_to_variable, dyfunc_to_variable_2]
+        self.place = fluid.CUDAPlace(0) if fluid.is_compiled_with_cuda(
+        ) else fluid.CPUPlace()
 
     def get_dygraph_output(self):
         with fluid.dygraph.guard():
             res = self.dygraph_func(self.input).numpy()
-
             return res
 
     def get_static_output(self):
@@ -49,18 +55,20 @@ class TestDygraphBasicApi_ToVariable(unittest.TestCase):
         with fluid.program_guard(main_program):
             static_out = dygraph_to_static_graph(self.dygraph_func)(self.input)
 
-        exe = fluid.Executor(fluid.CPUPlace())
+        exe = fluid.Executor(self.place)
         static_res = exe.run(main_program, fetch_list=static_out)
 
         return static_res[0]
 
     def test_transformed_static_result(self):
-        dygraph_res = self.get_dygraph_output()
-        static_res = self.get_static_output()
-        self.assertTrue(
-            np.allclose(dygraph_res, static_res),
-            msg='dygraph is {}\n static_res is {}'.format(dygraph_res,
-                                                          static_res))
+        for func in self.test_funcs:
+            self.dygraph_func = func
+            dygraph_res = self.get_dygraph_output()
+            static_res = self.get_static_output()
+            self.assertTrue(
+                np.allclose(dygraph_res, static_res),
+                msg='dygraph is {}\n static_res is {}'.format(dygraph_res,
+                                                              static_res))
 
 
 # 1. test Apis that inherit from layers.Layer