# # 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 import numpy as np import pandas as pd from pyspark import pandas as ps from pyspark.testing.pandasutils import ComparisonTestBase from pyspark.testing.sqlutils import SQLTestUtils # This file contains test cases for 'Conversion' # https://spark.apache.org/docs/latest/api/python/reference/pyspark.pandas/frame.html#conversion class FrameConversionMixin: @property def pdf(self): return pd.DataFrame( {"a": [1, 2, 3, 4, 5, 6, 7, 8, 9], "b": [4, 5, 6, 3, 2, 1, 0, 0, 0]}, index=np.random.rand(9), ) @property def df_pair(self): pdf = self.pdf psdf = ps.from_pandas(pdf) return pdf, psdf def test_astype(self): psdf = self.psdf msg = "Only a column name can be used for the key in a dtype mappings argument." with self.assertRaisesRegex(KeyError, msg): psdf.astype({"c": float}) def test_isnull(self): pdf = pd.DataFrame( {"x": [1, 2, 3, 4, None, 6], "y": list("abdabd")}, index=np.random.rand(6) ) psdf = ps.from_pandas(pdf) self.assert_eq(psdf.notnull(), pdf.notnull()) self.assert_eq(psdf.isnull(), pdf.isnull()) class FrameConversionTests(FrameConversionMixin, ComparisonTestBase, SQLTestUtils): pass if __name__ == "__main__": from pyspark.pandas.tests.frame.test_conversion 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)