diff --git a/include/tvm/tir/usmp/utils.h b/include/tvm/tir/usmp/utils.h
index 59430eee839f..f49e9ceef794 100644
--- a/include/tvm/tir/usmp/utils.h
+++ b/include/tvm/tir/usmp/utils.h
@@ -224,7 +224,7 @@ struct AllocatedPoolInfoNode : public Object {
     hash_reduce(pool_var_idx);
   }
 
-  static constexpr const char* _type_key = "tir.usmp.AllocatedPoolInfo";
+  static constexpr const char* _type_key = "ir.AllocatedPoolInfo";
   TVM_DECLARE_FINAL_OBJECT_INFO(AllocatedPoolInfoNode, Object);
 };
 
diff --git a/python/tvm/ir/memory_pools.py b/python/tvm/ir/memory_pools.py
index cd9a75a5c711..37b903c7bb00 100644
--- a/python/tvm/ir/memory_pools.py
+++ b/python/tvm/ir/memory_pools.py
@@ -245,7 +245,7 @@ def __init__(
         )
 
 
-@register_object("ir.ConstantMemoryPools")
+@register_object("ir.AllocatedPoolInfo")
 class AllocatedPoolInfo(Object):
     """Allocate memory in a given pool.
 
diff --git a/src/script/printer/tir/usmp.cc b/src/script/printer/tir/usmp.cc
new file mode 100644
index 000000000000..5695c2a8076b
--- /dev/null
+++ b/src/script/printer/tir/usmp.cc
@@ -0,0 +1,58 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you 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.
+ */
+#include <tvm/ir/memory_pools.h>
+#include <tvm/node/functor.h>
+#include <tvm/tir/usmp/utils.h>
+
+#include "./utils.h"
+
+namespace tvm {
+namespace script {
+namespace printer {
+
+TVM_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
+    .set_dispatch<tir::usmp::AllocatedPoolInfo>(
+        "", [](tir::usmp::AllocatedPoolInfo node, ObjectPath p, IRDocsifier d) -> Doc {
+          return IR(d, "AllocatedPoolInfo")
+              ->Call({}, {"pool_info", "allocated_size"},
+                     {d->AsDoc<ExprDoc>(node->pool_info, p->Attr("pool_info")),
+                      d->AsDoc<ExprDoc>(node->allocated_size, p->Attr("allocated_size"))});
+        });
+
+TVM_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
+    .set_dispatch<ConstantPoolInfo>("",
+                                    [](ConstantPoolInfo node, ObjectPath p, IRDocsifier d) -> Doc {
+                                      return IR(d, "ConstantPoolInfo")
+                                          ->Call(
+                                              {d->AsDoc<ExprDoc>(node->constant_info_array,
+                                                                 p->Attr("constant_info_array"))});
+                                    });
+
+TVM_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
+    .set_dispatch<ConstantInfo>("", [](ConstantInfo node, ObjectPath p, IRDocsifier d) -> Doc {
+      return IR(d, "ConstantInfo")
+          ->Call({d->AsDoc<ExprDoc>(node->name_hint, p->Attr("name_hint"))},
+                 {"byte_offset", "data"},
+                 {d->AsDoc<ExprDoc>(node->byte_offset, p->Attr("byte_offset")),
+                  d->AddMetadata(node->data)});
+    });
+
+}  // namespace printer
+}  // namespace script
+}  // namespace tvm