# # 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. # import unittest from typing import cast from pyspark.sql.functions import pandas_udf from pyspark.testing.sqlutils import ( ReusedSQLTestCase, have_pandas, have_pyarrow, pandas_requirement_message, pyarrow_requirement_message, ) @unittest.skipIf( not have_pandas or not have_pyarrow, cast(str, pandas_requirement_message or pyarrow_requirement_message), ) class PandasSQLMetrics(ReusedSQLTestCase): def test_pandas_sql_metrics_basic(self): # SPARK-34265: Instrument Python UDFs using SQL metrics python_sql_metrics = [ "data sent to Python workers", "data returned from Python workers", "number of output rows", ] @pandas_udf("long") def test_pandas(col1): return col1 * col1 self.spark.range(10).select(test_pandas("id")).collect() statusStore = self.spark._jsparkSession.sharedState().statusStore() lastExecId = statusStore.executionsList().last().executionId() executionMetrics = statusStore.execution(lastExecId).get().metrics().mkString() for metric in python_sql_metrics: self.assertIn(metric, executionMetrics) if __name__ == "__main__": from pyspark.sql.tests.test_pandas_sqlmetrics import * # noqa: F401 try: import xmlrunner testRunner = xmlrunner.XMLTestRunner(output="target/test-reports", verbosity=2) except ImportError: testRunner = None unittest.main(testRunner=testRunner, verbosity=2)