diff --git a/mindspore/ccsrc/pipeline/jit/pipeline.cc b/mindspore/ccsrc/pipeline/jit/pipeline.cc
index 5fdc22144b1..fcdd16a7b5e 100644
--- a/mindspore/ccsrc/pipeline/jit/pipeline.cc
+++ b/mindspore/ccsrc/pipeline/jit/pipeline.cc
@@ -165,7 +165,7 @@ void CheckAndConvertToVariableLenSequence(const py::object &obj, AbstractBasePtr
     return;
   }
   if (!abs->isa<abstract::AbstractSequence>()) {
-    MS_EXCEPTION(TypeError) << "For mutable, when the variable_len the True, the first input should be"
+    MS_EXCEPTION(TypeError) << "For mutable, when the dynamic_len the True, the first input should be"
                             << " list or tuple, but got: " << abs->ToString();
   }
   auto abs_seq = abs->cast<abstract::AbstractSequencePtr>();
diff --git a/mindspore/ccsrc/utils/anfalgo.cc b/mindspore/ccsrc/utils/anfalgo.cc
index e9213651b72..f7710004694 100644
--- a/mindspore/ccsrc/utils/anfalgo.cc
+++ b/mindspore/ccsrc/utils/anfalgo.cc
@@ -810,7 +810,9 @@ void DeleteDynamicLen(AnfNode *node) {
     const auto &tuple_abs = node->abstract()->cast<abstract::AbstractSequencePtr>();
     MS_EXCEPTION_IF_NULL(tuple_abs);
     if (tuple_abs->dynamic_len()) {
-      tuple_abs->set_dynamic_len(false);
+      auto cloned_abstract = tuple_abs->Clone()->cast<abstract::AbstractSequencePtr>();
+      cloned_abstract->set_dynamic_len(false);
+      node->set_abstract(cloned_abstract);
     }
   }
 }
diff --git a/mindspore/core/abstract/abstract_value.cc b/mindspore/core/abstract/abstract_value.cc
index c1b7763fc86..2ca4308f3d3 100644
--- a/mindspore/core/abstract/abstract_value.cc
+++ b/mindspore/core/abstract/abstract_value.cc
@@ -477,6 +477,7 @@ std::string AbstractSequence::ToString() const {
     }
     ss << "}";
   }
+  ss << ", dynamic_len:" << dynamic_len_;
   ss << "}";
   return ss.str();
 }
diff --git a/tests/st/frontend_compile_cache/repeat_compile_mutable_script.py b/tests/st/frontend_compile_cache/repeat_compile_mutable_script.py
new file mode 100644
index 00000000000..9b689de3b3f
--- /dev/null
+++ b/tests/st/frontend_compile_cache/repeat_compile_mutable_script.py
@@ -0,0 +1,23 @@
+import mindspore as ms
+from mindspore import mutable
+from mindspore import context
+
+
+@ms.jit
+def func(input_x, input_y, t):
+    output = input_x
+    for _ in range(2):
+        output = input_x + input_x * input_y + output
+    return output, t
+
+
+context.set_context(precompile_only=True)
+x = ms.Tensor([1], ms.dtype.float32)
+y = ms.Tensor([2], ms.dtype.float32)
+t1 = mutable((1,), dynamic_len=True)
+t2 = mutable((1, 2,), dynamic_len=True)
+out1 = func(x, y, t1)
+out2 = func(x, y, t2)
+print("out1:", out1)
+print("out2:", out2)
+context.set_context(precompile_only=False)
diff --git a/tests/st/frontend_compile_cache/test_repeat_compile.py b/tests/st/frontend_compile_cache/test_repeat_compile.py
new file mode 100644
index 00000000000..cec31502594
--- /dev/null
+++ b/tests/st/frontend_compile_cache/test_repeat_compile.py
@@ -0,0 +1,51 @@
+# Copyright 2023 Huawei Technologies Co., Ltd
+#
+# 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 subprocess
+import pytest
+
+
+def run_same_network_twice_in_one_process(file_name, log_file_name):
+    # Clear compile cache folder and log files
+    if os.path.exists(log_file_name):
+        os.remove(log_file_name)
+    assert not os.path.exists(log_file_name)
+
+    # First run without compile cache
+    cmd_first = f"GLOG_v=1 python " + file_name + " > " + log_file_name + " 2>&1"
+    subprocess.check_output(cmd_first, shell=True)
+    assert os.path.exists(log_file_name)
+    with open(log_file_name, "r") as f_first:
+        data_first = f_first.read()
+
+    assert "Generate a new compile key for new args, key: 0" in data_first
+    assert "Generate a new compile key for new args, key: 1" not in data_first
+
+    # Clean files
+    os.remove(log_file_name)
+
+
+@pytest.mark.level0
+@pytest.mark.platform_x86_cpu
+@pytest.mark.env_onecard
+def test_mutable_compile_repeat():
+    """
+    Feature: Repeating compile .
+    Description: If arg set as mutable(dynamic_len=True) , the different length list args should not cause repeating
+    compile.
+    Expectation: Network only compile once.
+    """
+    run_same_network_twice_in_one_process("repeat_compile_mutable_script.py", "repeat_compile_mutable.log")