diff --git a/.bazelversion b/.bazelversion
index 798e389..91e4a9f 100644
--- a/.bazelversion
+++ b/.bazelversion
@@ -1 +1 @@
-6.3.0
+6.3.2
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 269e9e4..27ae19f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,6 +1,12 @@
 # Release History
 
-## 1.6.3
+## 1.6.4
+
+### Bug Fixes
+
+- Registry: Fix an issue that leads to incident when using `ModelVersion.run` with service.
+
+## 1.6.3 (2024-10-07)
 
 - Model Registry (PrPr) has been removed.
 
diff --git a/bazel/requirements/templates/meta.tpl.yaml b/bazel/requirements/templates/meta.tpl.yaml
index 3655610..19405ab 100644
--- a/bazel/requirements/templates/meta.tpl.yaml
+++ b/bazel/requirements/templates/meta.tpl.yaml
@@ -11,7 +11,7 @@ build:
 requirements:
   build:
     - python
-    - bazel==6.3.0
+    - bazel==6.3.2
   run:
     - python>=3.8,<3.12
 
diff --git a/ci/conda_recipe/meta.yaml b/ci/conda_recipe/meta.yaml
index c03b196..e2f8787 100644
--- a/ci/conda_recipe/meta.yaml
+++ b/ci/conda_recipe/meta.yaml
@@ -17,11 +17,11 @@ build:
   noarch: python
 package:
   name: snowflake-ml-python
-  version: 1.6.3
+  version: 1.6.4
 requirements:
   build:
     - python
-    - bazel==6.3.0
+    - bazel==6.3.2
   run:
     - absl-py>=0.15,<2
     - aiohttp!=4.0.0a0, !=4.0.0a1
diff --git a/snowflake/ml/model/_client/sql/service.py b/snowflake/ml/model/_client/sql/service.py
index 4329301..6033bff 100644
--- a/snowflake/ml/model/_client/sql/service.py
+++ b/snowflake/ml/model/_client/sql/service.py
@@ -3,13 +3,10 @@
 import textwrap
 from typing import Any, Dict, List, Optional, Tuple
 
-from packaging import version
-
 from snowflake import snowpark
 from snowflake.ml._internal.utils import (
     identifier,
     query_result_checker,
-    snowflake_env,
     sql_identifier,
 )
 from snowflake.ml.model._client.sql import _base
@@ -120,21 +117,12 @@ def invoke_function_method(
             args_sql_list.append(input_arg_value)
         args_sql = ", ".join(args_sql_list)
 
-        if snowflake_env.get_current_snowflake_version(
-            self._session, statement_params=statement_params
-        ) >= version.parse("8.39.0"):
-            fully_qualified_service_name = self.fully_qualified_object_name(
-                actual_database_name, actual_schema_name, service_name
-            )
-            fully_qualified_function_name = f"{fully_qualified_service_name}!{method_name.identifier()}"
-
-        else:
-            function_name = identifier.concat_names([service_name.identifier(), "_", method_name.identifier()])
-            fully_qualified_function_name = identifier.get_schema_level_object_identifier(
-                actual_database_name.identifier(),
-                actual_schema_name.identifier(),
-                function_name,
-            )
+        function_name = identifier.concat_names([service_name.identifier(), "_", method_name.identifier()])
+        fully_qualified_function_name = identifier.get_schema_level_object_identifier(
+            actual_database_name.identifier(),
+            actual_schema_name.identifier(),
+            function_name,
+        )
 
         sql = textwrap.dedent(
             f"""{with_sql}
diff --git a/snowflake/ml/model/_client/sql/service_test.py b/snowflake/ml/model/_client/sql/service_test.py
index 38806a3..385cf91 100644
--- a/snowflake/ml/model/_client/sql/service_test.py
+++ b/snowflake/ml/model/_client/sql/service_test.py
@@ -102,8 +102,6 @@ def test_deploy_model(self) -> None:
     def test_invoke_function_method(self) -> None:
         m_statement_params = {"test": "1"}
         m_df = mock_data_frame.MockDataFrame()
-        m_df0 = mock_data_frame.MockDataFrame(collect_result=[Row(CURRENT_VERSION="1")])
-        self.m_session.add_mock_sql("SELECT CURRENT_VERSION() AS CURRENT_VERSION", m_df0)
 
         self.m_session.add_mock_sql(
             """SELECT *,
@@ -143,9 +141,6 @@ def test_invoke_function_method(self) -> None:
 
     def test_invoke_function_method_1(self) -> None:
         m_statement_params = {"test": "1"}
-        m_df0 = mock_data_frame.MockDataFrame(collect_result=[Row(CURRENT_VERSION="1")])
-        self.m_session.add_mock_sql("SELECT CURRENT_VERSION() AS CURRENT_VERSION", m_df0)
-
         m_df = mock_data_frame.MockDataFrame()
         self.m_session.add_mock_sql(
             """SELECT *,
@@ -188,8 +183,6 @@ def test_invoke_function_method_1(self) -> None:
 
     def test_invoke_function_method_2(self) -> None:
         m_statement_params = {"test": "1"}
-        m_df0 = mock_data_frame.MockDataFrame(collect_result=[Row(CURRENT_VERSION="1")])
-        self.m_session.add_mock_sql("SELECT CURRENT_VERSION() AS CURRENT_VERSION", m_df0)
         m_df = mock_data_frame.MockDataFrame()
         self.m_session.add_mock_sql(
             """WITH SNOWPARK_ML_MODEL_INFERENCE_INPUT_ABCDEF0123 AS (query_1)
diff --git a/snowflake/ml/version.bzl b/snowflake/ml/version.bzl
index e1060d5..2d2065a 100644
--- a/snowflake/ml/version.bzl
+++ b/snowflake/ml/version.bzl
@@ -1,2 +1,2 @@
 # This is parsed by regex in conda reciper meta file. Make sure not to break it.
-VERSION = "1.6.3"
+VERSION = "1.6.4"