diff --git a/src/TensorFlowNET.Core/Operations/gen_array_ops.cs b/src/TensorFlowNET.Core/Operations/gen_array_ops.cs
index 491e98b3..35284eb2 100644
--- a/src/TensorFlowNET.Core/Operations/gen_array_ops.cs
+++ b/src/TensorFlowNET.Core/Operations/gen_array_ops.cs
@@ -507,6 +507,15 @@ namespace Tensorflow
 
         public static Tensor transpose<T1, T2>(T1 x, T2 perm, string name = null)
         {
+            if (tf.context.executing_eagerly())
+            {
+                var results = tf.Runner.TFE_FastPathExecute(tf.context, tf.context.device_name,
+                    "Transpose", name,
+                    null,
+                    x, perm);
+
+                return results[0];
+            }
             var _op = tf._op_def_lib._apply_op_helper("Transpose", name, new { x, perm });
             return _op.outputs[0];
         }
diff --git a/test/TensorFlowNET.UnitTest/TF_API/TensorOperate.cs b/test/TensorFlowNET.UnitTest/TF_API/TensorOperate.cs
new file mode 100644
index 00000000..b3ce7a4a
--- /dev/null
+++ b/test/TensorFlowNET.UnitTest/TF_API/TensorOperate.cs
@@ -0,0 +1,28 @@
+using FluentAssertions;
+using Microsoft.VisualStudio.TestTools.UnitTesting;
+using NumSharp;
+using System.Linq;
+using Tensorflow;
+using static Tensorflow.Binding;
+
+namespace Tensorflow.UnitTest.TF_API
+{
+    [TestClass]
+    public class TensorOperate
+    {
+        [TestMethod]
+        public void TransposeTest()
+        {
+            var a = tf.constant(np.array(new[, , ,] { { { { 1, 11, 2, 22 } }, { { 3, 33, 4, 44 } } },
+                { { { 5, 55, 6, 66 } }, { { 7, 77, 8, 88 } } } }));
+            var b = tf.transpose(a, new[] { 3, 1, 2, 0 });
+            var transpose_a = tf.constant(np.array(new[, , ,] { { { { 1, 5 } }, { { 3, 7 } } },
+                { { { 11, 55 } }, { { 33, 77 } } }, { { { 2, 6 } }, { { 4, 8 } } },
+                { { { 22, 66 } }, { { 44, 88 } } } }));
+            Assert.IsTrue(Enumerable.SequenceEqual(new[] { 4, 2, 1, 2 }, b.shape));
+            Assert.IsTrue(Enumerable.SequenceEqual(transpose_a.numpy().ToArray<int>(), b.numpy().ToArray<int>()));
+        }
+
+
+    }
+}