gatorsmile commented on code in PR #41711:
URL: https://github.com/apache/spark/pull/41711#discussion_r1239940518


##########
dev/error_message_refiner.py:
##########
@@ -0,0 +1,219 @@
+#!/usr/bin/env python3
+
+#
+# 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.
+#
+
+"""
+Utility for refining error messages based on LLM.
+
+Usage:
+    python error_message_refiner.py <error_class> [--gpt_version=<version>]
+
+Arguments:
+    <error_class>           Required.
+                            The name of the error class to refine the messages 
for.
+                            The list of error classes is located in
+                            `core/src/main/resources/error/error-classes.json`.
+
+Options:
+    --gpt_version=<version> Optional.
+                            The version of Chat GPT to use for refining the 
error messages.
+                            If not provided, the default 
version("gpt-3.5-turbo") will be used.
+
+Example usage:
+    python error_message_refiner.py CANNOT_DECODE_URL --gpt_version=gpt-4
+
+Description:
+    This script refines error messages using the LLM based approach.
+    It takes the name of the error class as a required argument and, 
optionally,
+    allows specifying the version of Chat GPT to use for refining the messages.
+
+    Options:
+        --gpt_version: Specifies the version of Chat GPT.
+                       If not provided, the default version("gpt-3.5-turbo") 
will be used.
+
+    Note:
+    - Ensure that the necessary dependencies are installed before running the 
script.
+    - Ensure that the valid API key is entered in the `api-key.txt`.
+    - The refined error messages will be displayed in the console output.
+    - To use the gpt-4 model, you need to join the waitlist. Please refer to
+      https://help.openai.com/en/articles/7102672-how-can-i-access-gpt-4 for 
more details.
+"""
+
+import argparse
+import json
+import openai
+import re
+import subprocess
+import random
+from typing import Tuple, Optional
+from sparktestsupport import SPARK_HOME
+
+PATH_TO_ERROR_CLASS = 
f"{SPARK_HOME}/core/src/main/resources/error/error-classes.json"
+PATH_TO_API_KEY = f"{SPARK_HOME}/dev/api_key.txt"
+
+# You can obtain an API key from https://platform.openai.com/account/api-keys
+openai.api_key = open(PATH_TO_API_KEY).read().rstrip("\n")
+
+
+def _git_grep_files(search_string: str, exclude: str = None) -> str:

Review Comment:
   How about asking LLM for generating the comments ?



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