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python/pyspark/sql/tests/test_session.py
787 строк
32 KB
Jon Mio
[SPARK-55658][PYTHON] SparkSessionBuilder.create in PySpark classic should mirror getOrCreate path as much as possible
05 май 2026, 18:23
05 май 2026, 18:23
f5ca55c
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# # 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 os import unittest import unittest.mock from io import StringIO from pyspark import SparkConf, SparkContext from pyspark.errors import PySparkRuntimeError, PySparkValueError from pyspark.sql import SparkSession, SQLContext, Row from pyspark.sql.functions import col from pyspark.testing.connectutils import ( should_test_connect, connect_requirement_message, ) from pyspark.errors.exceptions.captured import SparkNoSuchElementException from pyspark.sql.profiler import Profile from pyspark.testing.sqlutils import ReusedSQLTestCase from pyspark.testing.utils import PySparkTestCase, PySparkErrorTestUtils class SparkSessionTests(ReusedSQLTestCase): def test_sqlcontext_reuses_sparksession(self): sqlContext1 = SQLContext(self.sc) sqlContext2 = SQLContext(self.sc) self.assertTrue(sqlContext1.sparkSession is sqlContext2.sparkSession) class SparkSessionTests1(ReusedSQLTestCase): # We can't include this test into SQLTests because we will stop class's SparkContext and cause # other tests failed. def test_sparksession_with_stopped_sparkcontext(self): self.sc.stop() sc = SparkContext("local[4]", self.sc.appName) spark = SparkSession.builder.getOrCreate() try: df = spark.createDataFrame([(1, 2)], ["c", "c"]) df.collect() finally: spark.stop() sc.stop() class SparkSessionTests2(PySparkTestCase): # This test is separate because it's closely related with session's start and stop. # See SPARK-23228. def test_set_jvm_default_session(self): spark = SparkSession.builder.getOrCreate() try: self.assertTrue(spark._jvm.SparkSession.getDefaultSession().isDefined()) finally: spark.stop() self.assertTrue(spark._jvm.SparkSession.getDefaultSession().isEmpty()) def test_jvm_default_session_already_set(self): # Here, we assume there is the default session already set in JVM. jsession = self.sc._jvm.SparkSession(self.sc._jsc.sc()) self.sc._jvm.SparkSession.setDefaultSession(jsession) spark = SparkSession.builder.getOrCreate() try: self.assertTrue(spark._jvm.SparkSession.getDefaultSession().isDefined()) # The session should be the same with the exiting one. self.assertTrue(jsession.equals(spark._jvm.SparkSession.getDefaultSession().get())) finally: spark.stop() class SparkSessionTests3(unittest.TestCase, PySparkErrorTestUtils): def test_active_session(self): with self.assertRaises(PySparkRuntimeError) as pe1: SparkSession.active() self.check_error( exception=pe1.exception, errorClass="NO_ACTIVE_OR_DEFAULT_SESSION", messageParameters={}, ) spark = SparkSession.builder.master("local").getOrCreate() try: activeSession = SparkSession.getActiveSession() df = activeSession.createDataFrame([(1, "Alice")], ["age", "name"]) self.assertEqual(df.collect(), [Row(age=1, name="Alice")]) with self.assertRaises(ValueError): activeSession.createDataFrame(activeSession._sc.parallelize([[], []])) finally: spark.stop() def test_get_active_session_when_no_active_session(self): active = SparkSession.getActiveSession() self.assertEqual(active, None) spark = SparkSession.builder.master("local").getOrCreate() active = SparkSession.getActiveSession() self.assertEqual(active, spark) spark.stop() active = SparkSession.getActiveSession() self.assertEqual(active, None) def test_spark_session(self): spark = SparkSession.builder.master("local").config("some-config", "v2").getOrCreate() try: self.assertEqual(spark.conf.get("some-config"), "v2") self.assertEqual(spark.sparkContext._conf.get("some-config"), "v2") self.assertEqual(spark.version, spark.sparkContext.version) spark.sql("CREATE DATABASE test_db") spark.catalog.setCurrentDatabase("test_db") self.assertEqual(spark.catalog.currentDatabase(), "test_db") spark.sql("CREATE TABLE table1 (name STRING, age INT) USING parquet") self.assertEqual(spark.table("table1").columns, ["name", "age"]) self.assertEqual(spark.range(3).count(), 3) try: from lxml import etree try: etree.parse(StringIO(spark._repr_html_()), etree.HTMLParser(recover=False)) except Exception as e: self.fail(f"Generated HTML from `_repr_html_` was invalid: {e}") except ImportError: pass # SPARK-37516: Only plain column references work as variable in SQL. self.assertEqual( spark.sql("select {c} from range(1)", c=col("id")).first(), spark.range(1).first() ) with self.assertRaisesRegex(ValueError, "Column"): spark.sql("select {c} from range(10)", c=col("id") + 1) finally: spark.sql("DROP DATABASE test_db CASCADE") spark.stop() def test_global_default_session(self): spark = SparkSession.builder.master("local").getOrCreate() try: self.assertEqual(SparkSession.builder.getOrCreate(), spark) finally: spark.stop() def test_default_and_active_session(self): spark = SparkSession.builder.master("local").getOrCreate() activeSession = spark._jvm.SparkSession.getActiveSession() defaultSession = spark._jvm.SparkSession.getDefaultSession() try: self.assertEqual(activeSession, defaultSession) finally: spark.stop() def test_config_option_propagated_to_existing_session(self): session1 = SparkSession.builder.master("local").config("spark-config1", "a").getOrCreate() self.assertEqual(session1.conf.get("spark-config1"), "a") session2 = SparkSession.builder.config("spark-config1", "b").getOrCreate() try: self.assertEqual(session1, session2) self.assertEqual(session1.conf.get("spark-config1"), "b") finally: session1.stop() def test_new_session(self): session = SparkSession.builder.master("local").getOrCreate() newSession = session.newSession() try: self.assertNotEqual(session, newSession) finally: session.stop() newSession.stop() def test_create_new_session_if_old_session_stopped(self): session = SparkSession.builder.master("local").getOrCreate() session.stop() newSession = SparkSession.builder.master("local").getOrCreate() try: self.assertNotEqual(session, newSession) finally: newSession.stop() def test_create_new_session_with_statement(self): with SparkSession.builder.master("local").getOrCreate() as session: session.range(5).collect() def test_active_session_with_None_and_not_None_context(self): sc = None session = None try: sc = SparkContext._active_spark_context self.assertEqual(sc, None) activeSession = SparkSession.getActiveSession() self.assertEqual(activeSession, None) sparkConf = SparkConf() sc = SparkContext.getOrCreate(sparkConf) activeSession = sc._jvm.SparkSession.getActiveSession() self.assertFalse(activeSession.isDefined()) session = SparkSession(sc) activeSession = sc._jvm.SparkSession.getActiveSession() self.assertTrue(activeSession.isDefined()) activeSession2 = SparkSession.getActiveSession() self.assertNotEqual(activeSession2, None) finally: if session is not None: session.stop() if sc is not None: sc.stop() @unittest.skipIf(not should_test_connect, connect_requirement_message) def test_session_with_spark_connect_mode_enabled(self): with unittest.mock.patch.dict(os.environ, {"SPARK_CONNECT_MODE_ENABLED": "1"}): with self.assertRaisesRegex(RuntimeError, "Cannot create a Spark Connect session"): SparkSession.builder.appName("test").getOrCreate() def test_unsupported_api(self): with SparkSession.builder.master("local").getOrCreate() as session: unsupported = [ (lambda: session.client, "client"), (lambda: session.copyFromLocalToFs("", ""), "copyFromLocalToFs"), ] for func, name in unsupported: with self.assertRaises(PySparkRuntimeError) as pe1: func() self.check_error( exception=pe1.exception, errorClass="ONLY_SUPPORTED_WITH_SPARK_CONNECT", messageParameters={"feature": f"SparkSession.{name}"}, ) class SparkSessionTests4(ReusedSQLTestCase): def test_get_active_session_after_create_dataframe(self): session2 = None try: activeSession1 = SparkSession.getActiveSession() session1 = self.spark self.assertEqual(session1, activeSession1) session2 = self.spark.newSession() activeSession2 = SparkSession.getActiveSession() self.assertEqual(session1, activeSession2) self.assertNotEqual(session2, activeSession2) session2.createDataFrame([(1, "Alice")], ["age", "name"]) activeSession3 = SparkSession.getActiveSession() self.assertEqual(session2, activeSession3) session1.createDataFrame([(1, "Alice")], ["age", "name"]) activeSession4 = SparkSession.getActiveSession() self.assertEqual(session1, activeSession4) finally: if session2 is not None: session2.stop() class SparkSessionTests5(unittest.TestCase): def setUp(self): # These tests require restarting the Spark context so we set up a new one for each test # rather than at the class level. self.sc = SparkContext("local[4]", self.__class__.__name__, conf=SparkConf()) self.spark = SparkSession(self.sc) def tearDown(self): self.sc.stop() self.spark.stop() def test_sqlcontext_with_stopped_sparksession(self): # SPARK-30856: test that SQLContext.getOrCreate() returns a usable instance after # the SparkSession is restarted. sql_context = SQLContext.getOrCreate(self.spark.sparkContext) self.spark.stop() spark = SparkSession.builder.master("local[4]").appName(self.sc.appName).getOrCreate() new_sql_context = SQLContext.getOrCreate(spark.sparkContext) self.assertIsNot(new_sql_context, sql_context) self.assertIs(SQLContext.getOrCreate(spark.sparkContext).sparkSession, spark) try: df = spark.createDataFrame([(1, 2)], ["c", "c"]) df.collect() finally: spark.stop() self.assertIsNone(SQLContext._instantiatedContext) def test_sqlcontext_with_stopped_sparkcontext(self): # SPARK-30856: test initialization via SparkSession when only the SparkContext is stopped self.sc.stop() spark = SparkSession.builder.master("local[4]").appName(self.sc.appName).getOrCreate() self.sc = spark.sparkContext self.assertIs(SQLContext.getOrCreate(self.sc).sparkSession, spark) def test_get_sqlcontext_with_stopped_sparkcontext(self): # SPARK-30856: test initialization via SQLContext.getOrCreate() when only the SparkContext # is stopped self.sc.stop() self.sc = SparkContext("local[4]", self.sc.appName) self.assertIs(SQLContext.getOrCreate(self.sc)._sc, self.sc) class SparkSessionBuilderTests(unittest.TestCase, PySparkErrorTestUtils): def test_create_spark_context_first_then_spark_session(self): sc = None session = None try: conf = SparkConf().set("key1", "value1") sc = SparkContext("local[4]", "SessionBuilderTests", conf=conf) session = SparkSession.builder.config("key2", "value2").getOrCreate() self.assertEqual(session.conf.get("key1"), "value1") self.assertEqual(session.conf.get("key2"), "value2") self.assertEqual(session.sparkContext, sc) self.assertFalse(sc.getConf().contains("key2")) self.assertEqual(sc.getConf().get("key1"), "value1") finally: if session is not None: session.stop() if sc is not None: sc.stop() def test_another_spark_session(self): session1 = None session2 = None try: session1 = SparkSession.builder.config("key1", "value1").getOrCreate() session2 = SparkSession.builder.config( "spark.sql.codegen.comments", "true" ).getOrCreate() self.assertEqual(session1.conf.get("key1"), "value1") self.assertEqual(session2.conf.get("key1"), "value1") self.assertEqual(session1.conf.get("spark.sql.codegen.comments"), "false") self.assertEqual(session2.conf.get("spark.sql.codegen.comments"), "false") self.assertEqual(session1.sparkContext, session2.sparkContext) self.assertEqual(session1.sparkContext.getConf().get("key1"), "value1") self.assertFalse(session1.sparkContext.getConf().contains("key2")) finally: if session1 is not None: session1.stop() if session2 is not None: session2.stop() def test_create_spark_context_with_initial_session_options(self): sc = None session = None try: conf = SparkConf().set("key1", "value1") sc = SparkContext("local[4]", "SessionBuilderTests", conf=conf) session = ( SparkSession.builder.config("spark.sql.codegen.comments", "true") .enableHiveSupport() .getOrCreate() ) self.assertEqual(session._jsparkSession.sharedState().conf().get("key1"), "value1") self.assertEqual( session._jsparkSession.sharedState().conf().get("spark.sql.codegen.comments"), "true", ) self.assertEqual( session._jsparkSession.sharedState().conf().get("spark.sql.catalogImplementation"), "hive", ) self.assertEqual(session.sparkContext, sc) finally: if session is not None: session.stop() if sc is not None: sc.stop() def test_create_spark_context_with_initial_session_options_bool(self): session = None # Test if `True` is set as "true". try: session = SparkSession.builder.config( "spark.sql.pyspark.jvmStacktrace.enabled", True ).getOrCreate() self.assertEqual(session.conf.get("spark.sql.pyspark.jvmStacktrace.enabled"), "true") finally: if session is not None: session.stop() # Test if `False` is set as "false". try: session = SparkSession.builder.config( "spark.sql.pyspark.jvmStacktrace.enabled", False ).getOrCreate() self.assertEqual(session.conf.get("spark.sql.pyspark.jvmStacktrace.enabled"), "false") finally: if session is not None: session.stop() def test_create_spark_context_with_invalid_configs(self): with self.assertRaises(PySparkRuntimeError) as pe1: SparkSession.builder.config(map={"spark.master": "x", "spark.remote": "y"}) self.check_error( exception=pe1.exception, errorClass="CANNOT_CONFIGURE_SPARK_CONNECT_MASTER", messageParameters={"master_url": "x", "connect_url": "y"}, ) with unittest.mock.patch.dict( "os.environ", {"SPARK_REMOTE": "remote_url", "SPARK_LOCAL_REMOTE": "true"} ): with self.assertRaises(PySparkRuntimeError) as pe2: SparkSession.builder.config("spark.remote", "different_remote_url") self.check_error( exception=pe2.exception, errorClass="CANNOT_CONFIGURE_SPARK_CONNECT", messageParameters={ "existing_url": "remote_url", "new_url": "different_remote_url", }, ) def test_master_remote_conflicts(self): with self.assertRaises(PySparkRuntimeError) as pe2: SparkSession.builder.config("spark.master", "1").config("spark.remote", "2") self.check_error( exception=pe2.exception, errorClass="CANNOT_CONFIGURE_SPARK_CONNECT_MASTER", messageParameters={"connect_url": "2", "master_url": "1"}, ) try: os.environ["SPARK_REMOTE"] = "2" os.environ["SPARK_LOCAL_REMOTE"] = "2" with self.assertRaises(PySparkRuntimeError) as pe2: SparkSession.builder.config("spark.remote", "1") self.check_error( exception=pe2.exception, errorClass="CANNOT_CONFIGURE_SPARK_CONNECT", messageParameters={ "new_url": "1", "existing_url": "2", }, ) finally: del os.environ["SPARK_REMOTE"] del os.environ["SPARK_LOCAL_REMOTE"] @unittest.skipIf(not should_test_connect, connect_requirement_message) def test_invalid_create(self): with self.assertRaises(PySparkRuntimeError) as pe2: SparkSession.builder.config("spark.remote", "local").create() self.check_error( exception=pe2.exception, errorClass="UNSUPPORTED_LOCAL_CONNECTION_STRING", messageParameters={}, ) class SparkSessionBuilderCreateTests(unittest.TestCase, PySparkErrorTestUtils): """ Tests for SparkSession.Builder.create() API. """ def _get_builder(self): """ Helper method to get a SparkSession.builder pre-configured for testing. Returns: SparkSession.Builder: A builder with basic configurations """ return SparkSession.builder.master("local[4]") def setUp(self): """Initialize session variable for tests.""" self.session = None def tearDown(self): """Clean up SparkSession after each test.""" if self.session is not None: self.session.stop() def test_create_basic_functionality(self): # Ensure that there is no active session initially self.assertIsNone(SparkSession.getActiveSession()) self.session = self._get_builder().create() # Verify session was created self.assertIsNotNone(self.session) self.assertIsNotNone(self.session.sparkContext) self.assertIsNotNone(self.session._jsparkSession) # Verify we can perform basic operations df = self.session.range(10) self.assertEqual(df.count(), 10) # Ensure the active session is updated when it was previously None self.assertEqual(self.session, SparkSession.getActiveSession()) # Check that calling create again will create a different session session2 = self._get_builder().create() # Ensure that the active session is not updated since it is already set self.assertNotEqual(session2, SparkSession.getActiveSession()) # Ensure that a brand new session was created self.assertNotEqual(self.session, session2) self.assertNotEqual(self.session._jsparkSession, session2._jsparkSession) def test_create_works_with_or_without_existing_spark_context(self): """ Test create() both without a pre-existing SparkContext and with a pre-existing SparkContext. """ sc = None session = None try: # Stop any existing SparkContext first to ensure a clean state existing_sc = SparkContext._active_spark_context if existing_sc is not None: existing_sc.stop() # Create session without a pre-existing SparkContext session = SparkSession.builder.master("local[4]").create() sc = session.sparkContext self.assertIsNotNone(sc) # Call create again while the SparkContext is still running session2 = SparkSession.builder.create() # Verify SparkSession attaches to the existing SparkContext self.assertEqual(session2.sparkContext, sc) finally: # Stop the SparkContext which also stops all sessions if sc is not None: sc.stop() def test_create_respects_spark_configs(self): """ Test that Spark configs are properly applied and not leaked between sessions. """ # Create a session which also starts the SparkContext self.session = self._get_builder().create() # Create a second session with additional custom config session2 = ( self._get_builder() .config("spark.sql.shuffle.partitions", "10") .config("spark.test.additional.config", "extra_value") .create() ) self.assertEqual(session2.conf.get("spark.sql.shuffle.partitions"), "10") self.assertEqual(session2.conf.get("spark.test.additional.config"), "extra_value") session3 = self._get_builder().config("spark.sql.shuffle.partitions", "20").create() self.assertEqual(session3.conf.get("spark.sql.shuffle.partitions"), "20") # Ensure config doesn't leak between sessions with self.assertRaises(SparkNoSuchElementException): session3.conf.get("spark.test.additional.config") def test_create_and_getOrCreate_interaction(self): """ Test interaction between create() and getOrCreate(). """ self.session = self._get_builder().create() # getOrCreate() should return the active session (self.session) session2 = SparkSession.builder.getOrCreate() self.assertEqual(self.session, session2) def test_create_with_invalid_master(self): """Test create() with invalid master URL.""" with self.assertRaises(Exception): self.session = SparkSession.builder.master("invalid://localhost").create() def test_create_with_app_name(self): """Test create() with appName() builder method.""" app_name = "TestCreateAppName" self.session = self._get_builder().appName(app_name).create() self.assertEqual(self.session.sparkContext.appName, app_name) self.assertEqual(self.session.range(5).count(), 5) def test_create_default_session_behavior(self): """Test that first create() sets active session, subsequent calls don't override.""" self.assertIsNone(SparkSession.getActiveSession()) self.session = self._get_builder().appName("DefaultSessionTest1").create() self.assertEqual(self.session, SparkSession.getActiveSession()) session2 = self._get_builder().appName("DefaultSessionTest2").create() try: self.assertEqual(self.session, SparkSession.getActiveSession()) self.assertNotEqual(session2, SparkSession.getActiveSession()) self.assertEqual(self.session.range(3).count(), 3) self.assertEqual(session2.range(5).count(), 5) finally: session2.stop() def test_create_sessions_share_spark_context(self): """Test that multiple create() sessions share SparkContext but have independent state.""" self.session = self._get_builder().appName("SharedContextTest1").create() session2 = self._get_builder().appName("SharedContextTest2").create() try: self.assertEqual(self.session.sparkContext, session2.sparkContext) self.assertIsNotNone(self.session.sparkContext) df1 = self.session.createDataFrame([(1, "Alice"), (2, "Bob")], ["id", "name"]) self.assertEqual(df1.count(), 2) df2 = session2.createDataFrame([(3, "Charlie"), (4, "David")], ["id", "name"]) self.assertEqual(df2.count(), 2) self.assertNotEqual(self.session, session2) self.assertNotEqual(self.session._jsparkSession, session2._jsparkSession) finally: session2.stop() def test_create_does_not_construct_spark_conf_when_session_exists(self): """Ensure SparkConf() is not called when a valid session already exists.""" self.session = self._get_builder().create() with unittest.mock.patch("pyspark.sql.session.SparkConf") as mock_spark_conf: session2 = self._get_builder().create() try: mock_spark_conf.assert_not_called() self.assertIs(session2.sparkContext, self.session.sparkContext) finally: session2.stop() def test_create_applies_mutable_conf_to_second_session(self): """ Ensure that mutable SQL configs passed to create() are applied per-session even when a valid SparkSession already exists. """ key = "spark.sql.shuffle.partitions" self.session = self._get_builder().config(key, "5").create() self.assertEqual(self.session.conf.get(key), "5") session2 = self._get_builder().config(key, "7").create() try: self.assertEqual(session2.conf.get(key), "7") self.assertIs(session2.sparkContext, self.session.sparkContext) finally: session2.stop() class SparkSessionProfileTests(unittest.TestCase, PySparkErrorTestUtils): def setUp(self): self.profiler_collector_mock = unittest.mock.Mock() self.profile = Profile(self.profiler_collector_mock) def test_show_memory_type(self): self.profile.show(type="memory") self.profiler_collector_mock.show_memory_profiles.assert_called_with(None) self.profiler_collector_mock.show_perf_profiles.assert_not_called() def test_show_perf_type(self): self.profile.show(type="perf") self.profiler_collector_mock.show_perf_profiles.assert_called_with(None) self.profiler_collector_mock.show_memory_profiles.assert_not_called() def test_show_no_type(self): self.profile.show() self.profiler_collector_mock.show_perf_profiles.assert_called_with(None) self.profiler_collector_mock.show_memory_profiles.assert_called_with(None) def test_show_invalid_type(self): with self.assertRaises(PySparkValueError) as e: self.profile.show(type="invalid") self.check_error( exception=e.exception, errorClass="VALUE_NOT_ALLOWED", messageParameters={ "arg_name": "type", "allowed_values": str(["perf", "memory"]), }, ) def test_dump_memory_type(self): self.profile.dump("path/to/dump", type="memory") self.profiler_collector_mock.dump_memory_profiles.assert_called_with("path/to/dump", None) self.profiler_collector_mock.dump_perf_profiles.assert_not_called() def test_dump_perf_type(self): self.profile.dump("path/to/dump", type="perf") self.profiler_collector_mock.dump_perf_profiles.assert_called_with("path/to/dump", None) self.profiler_collector_mock.dump_memory_profiles.assert_not_called() def test_dump_no_type(self): self.profile.dump("path/to/dump") self.profiler_collector_mock.dump_perf_profiles.assert_called_with("path/to/dump", None) self.profiler_collector_mock.dump_memory_profiles.assert_called_with("path/to/dump", None) def test_dump_invalid_type(self): with self.assertRaises(PySparkValueError) as e: self.profile.dump("path/to/dump", type="invalid") self.check_error( exception=e.exception, errorClass="VALUE_NOT_ALLOWED", messageParameters={ "arg_name": "type", "allowed_values": str(["perf", "memory"]), }, ) def test_clear_memory_type(self): self.profile.clear(type="memory") self.profiler_collector_mock.clear_memory_profiles.assert_called_once() self.profiler_collector_mock.clear_perf_profiles.assert_not_called() def test_clear_perf_type(self): self.profile.clear(type="perf") self.profiler_collector_mock.clear_perf_profiles.assert_called_once() self.profiler_collector_mock.clear_memory_profiles.assert_not_called() def test_clear_no_type(self): self.profile.clear() self.profiler_collector_mock.clear_perf_profiles.assert_called_once() self.profiler_collector_mock.clear_memory_profiles.assert_called_once() def test_clear_invalid_type(self): with self.assertRaises(PySparkValueError) as e: self.profile.clear(type="invalid") self.check_error( exception=e.exception, errorClass="VALUE_NOT_ALLOWED", messageParameters={ "arg_name": "type", "allowed_values": str(["perf", "memory"]), }, ) class SparkExtensionsTest(unittest.TestCase): # These tests are separate because it uses 'spark.sql.extensions' which is # static and immutable. This can't be set or unset, for example, via `spark.conf`. @classmethod def setUpClass(cls): import glob from pyspark.find_spark_home import _find_spark_home SPARK_HOME = _find_spark_home() filename_pattern = ( "sql/core/target/scala-*/test-classes/org/apache/spark/sql/" "SparkSessionExtensionSuite.class" ) if not glob.glob(os.path.join(SPARK_HOME, filename_pattern)): raise unittest.SkipTest( "'org.apache.spark.sql.SparkSessionExtensionSuite' is not " "available. Will skip the related tests." ) # Note that 'spark.sql.extensions' is a static immutable configuration. cls.spark = ( SparkSession.builder.master("local[4]") .appName(cls.__name__) .config("spark.sql.extensions", "org.apache.spark.sql.MyExtensions") .getOrCreate() ) @classmethod def tearDownClass(cls): cls.spark.stop() def test_use_custom_class_for_extensions(self): self.assertTrue( self.spark._jsparkSession.sessionState() .planner() .strategies() .contains( self.spark._jvm.org.apache.spark.sql.MySparkStrategy(self.spark._jsparkSession) ), "MySparkStrategy not found in active planner strategies", ) self.assertTrue( self.spark._jsparkSession.sessionState() .analyzer() .extendedResolutionRules() .contains(self.spark._jvm.org.apache.spark.sql.MyRule(self.spark._jsparkSession)), "MyRule not found in extended resolution rules", ) if __name__ == "__main__": from pyspark.testing import main main()