Lee-W commented on code in PR #73466:
URL: https://github.com/apache/airflow/pull/73466#discussion_r4069208529


##########
providers/common/ai/src/airflow/providers/common/ai/utils/schema_context.py:
##########
@@ -0,0 +1,24 @@
+# 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.
+"""Helpers for building schema context strings for LLM operators."""
+
+from __future__ import annotations
+
+
+def format_columns_for_prompt(columns: list[dict[str, str]]) -> str:

Review Comment:
   since we already know what these columns are, make it a typed dict would be 
better. 



##########
providers/common/ai/src/airflow/providers/common/ai/toolsets/datafusion.py:
##########
@@ -190,20 +190,19 @@ def _list_tables(self) -> str:
             return json.dumps({"error": str(ex)})
 
     def _get_schema(self, table_name: str) -> str:
-        engine = self._get_engine()
-        # session_context lookup is required here instead of 
engine.registered_tables,
-        # because registered_tables only tracks tables registered via 
datasource config.
-        # When allow_writes is enabled, the agent may create temporary 
in-memory tables
-        # that would not be captured there.
-        if not engine.session_context.table_exist(table_name):
-            return json.dumps({"error": f"Table {table_name!r} is not 
available"})
-        # Intentionally using session_context instead of engine.get_schema() —
-        # the latter returns a pre-formatted string intended for other 
operators,
-        # not a JSON-compatible format.
-        # TODO: refactor engine.get_schema() to return JSON and update this 
accordingly
-        table = engine.session_context.table(table_name)
-        columns = [{"name": f.name, "type": str(f.type)} for f in 
table.schema()]
-        return json.dumps(columns)
+        try:
+            engine = self._get_engine()
+            # session_context lookup is required here instead of 
engine.registered_tables,
+            # because registered_tables only tracks tables registered via 
datasource config.
+            # When allow_writes is enabled, the agent may create temporary 
in-memory tables
+            # that would not be captured there.
+            if not engine.session_context.table_exist(table_name):
+                return json.dumps({"error": f"Table {table_name!r} is not 
available"})
+            columns = engine.get_schema(table_name)
+            return json.dumps(columns)
+        except Exception as ex:

Review Comment:
   Is is possible to make it a narrower excetpion



##########
providers/common/ai/src/airflow/providers/common/ai/operators/llm_schema_compare.py:
##########
@@ -275,11 +276,12 @@ def _df_engine(self):
         engine = DataFusionEngine()
         return engine
 
-    def _introspect_schema_from_datafusion(self, ds_config: DataSourceConfig):
+    def _introspect_schema_from_datafusion(self, ds_config: DataSourceConfig) 
-> str:
         self._df_engine.register_datasource(ds_config)
-        schema_text = self._df_engine.get_schema(ds_config.table_name)
+        columns = self._df_engine.get_schema(ds_config.table_name)
+        col_info = format_columns_for_prompt(columns)
 
-        return f"Source: {ds_config.conn_id} \nFormat: 
({ds_config.format})\nTable: {ds_config.table_name}\nColumns: {schema_text}"
+        return f"Source: {ds_config.conn_id} \nFormat: 
({ds_config.format})\nTable: {ds_config.table_name}\nColumns: {col_info}"

Review Comment:
   ```suggestion
           return (
               f"Source: {ds_config.conn_id} \n"
               f"Format: ({ds_config.format})\n"
               f"Table: {ds_config.table_name}\n"
               f"Columns: {col_info}"
           )
   ```
   
   not sure whether ruff allow us to do it



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