diff --git a/python/paddle/fluid/dygraph/dygraph_to_static/assert_transformer.py b/python/paddle/fluid/dygraph/dygraph_to_static/assert_transformer.py
index 61ff82f5be860061274d1e87f688a5f2315a966c..73dba66d3fca4f64bbe7e5ec763e541d664b9804 100644
--- a/python/paddle/fluid/dygraph/dygraph_to_static/assert_transformer.py
+++ b/python/paddle/fluid/dygraph/dygraph_to_static/assert_transformer.py
@@ -17,12 +17,12 @@ from __future__ import print_function
 import gast
 
 from paddle.fluid.dygraph.dygraph_to_static.static_analysis import AstNodeWrapper
-from paddle.fluid.dygraph.dygraph_to_static.static_analysis import StaticAnalysisVisitor
+from paddle.fluid.dygraph.dygraph_to_static.utils import ast_to_source_code
 
 
 class AssertTransformer(gast.NodeTransformer):
     """
-    A class transforms python assert to fluid.layers.Assert.
+    A class transforms python assert to convert_assert.
     """
 
     def __init__(self, wrapper_root):
@@ -32,21 +32,15 @@ class AssertTransformer(gast.NodeTransformer):
         self.wrapper_root = wrapper_root
         self.root = wrapper_root.node
 
-        self.static_analysis_visitor = StaticAnalysisVisitor(self.root)
-
     def transform(self):
         self.visit(self.root)
 
     def visit_Assert(self, node):
-        if not self.static_analysis_visitor.is_tensor_node(node.test):
-            return node
-        cast_node = gast.Call(
-            func=gast.parse("fluid.layers.cast").body[0].value,
-            args=[node.test, gast.Constant(
-                value="bool", kind=None)],
-            keywords=[])
-        assert_node = gast.Call(
-            func=gast.parse("fluid.layers.Assert").body[0].value,
-            args=[cast_node],
-            keywords=[])
-        return gast.Expr(value=assert_node)
+        convert_assert_node = gast.parse(
+            'fluid.dygraph.dygraph_to_static.convert_operators.convert_assert({test}, {msg})'.
+            format(
+                test=ast_to_source_code(node.test),
+                msg=ast_to_source_code(node.msg)
+                if node.msg else "")).body[0].value
+
+        return gast.Expr(value=convert_assert_node)
diff --git a/python/paddle/fluid/dygraph/dygraph_to_static/convert_operators.py b/python/paddle/fluid/dygraph/dygraph_to_static/convert_operators.py
index 78031a5b388332332a210f64fcb0afb483287b4e..1291be60c692950a68e8f4db636dc0a3e9cb5876 100644
--- a/python/paddle/fluid/dygraph/dygraph_to_static/convert_operators.py
+++ b/python/paddle/fluid/dygraph/dygraph_to_static/convert_operators.py
@@ -15,7 +15,7 @@
 from paddle.fluid.data_feeder import convert_dtype
 from paddle.fluid.dygraph.dygraph_to_static.variable_trans_func import to_static_variable
 from paddle.fluid.framework import Variable, core
-from paddle.fluid.layers import cast, control_flow, logical_and, logical_not, logical_or, nn
+from paddle.fluid.layers import Assert, cast, control_flow, logical_and, logical_not, logical_or, nn
 
 
 def convert_while_loop(cond, body, loop_vars):
@@ -259,3 +259,15 @@ def convert_var_dtype(var, dtype):
         return cast(var, dtype=cast_map[dtype])
     else:
         return eval('{}(var)'.format(dtype))
+
+
+def convert_assert(cond, message=""):
+    """
+    A function representation of a Python ``assert`` statement.
+    """
+    if isinstance(cond, Variable):
+        cond = cast(cond, "bool")
+        # NOTE: message is not used because Paddle Assert has no corresponding parameter to use.
+        return Assert(cond)
+    else:
+        assert cond, message