| # |
| # 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 pandas as pd |
| |
| import pyspark.pandas as ps |
| from pyspark.testing.pandasutils import PandasOnSparkTestCase, TestUtils |
| |
| |
| class IndexesTakeMixin: |
| def test_take(self): |
| # Index |
| pidx = pd.Index([100, 200, 300, 400, 500], name="Koalas") |
| psidx = ps.from_pandas(pidx) |
| |
| self.assert_eq(psidx.take([0, 2, 4]).sort_values(), pidx.take([0, 2, 4]).sort_values()) |
| self.assert_eq( |
| psidx.take(range(0, 5, 2)).sort_values(), pidx.take(range(0, 5, 2)).sort_values() |
| ) |
| self.assert_eq(psidx.take([-4, -2, 0]).sort_values(), pidx.take([-4, -2, 0]).sort_values()) |
| self.assert_eq( |
| psidx.take(range(-4, 1, 2)).sort_values(), pidx.take(range(-4, 1, 2)).sort_values() |
| ) |
| |
| # MultiIndex |
| pmidx = pd.MultiIndex.from_tuples( |
| [("x", "a"), ("x", "b"), ("x", "c")], names=["hello", "Koalas"] |
| ) |
| psmidx = ps.from_pandas(pmidx) |
| |
| self.assert_eq(psmidx.take([0, 2]).sort_values(), pmidx.take([0, 2]).sort_values()) |
| self.assert_eq( |
| psmidx.take(range(0, 4, 2)).sort_values(), pmidx.take(range(0, 4, 2)).sort_values() |
| ) |
| self.assert_eq(psmidx.take([-2, 0]).sort_values(), pmidx.take([-2, 0]).sort_values()) |
| self.assert_eq( |
| psmidx.take(range(-2, 1, 2)).sort_values(), pmidx.take(range(-2, 1, 2)).sort_values() |
| ) |
| |
| # Checking the type of indices. |
| self.assertRaises(TypeError, lambda: psidx.take(1)) |
| self.assertRaises(TypeError, lambda: psidx.take("1")) |
| self.assertRaises(TypeError, lambda: psidx.take({1, 2})) |
| self.assertRaises(TypeError, lambda: psidx.take({1: None, 2: None})) |
| self.assertRaises(TypeError, lambda: psmidx.take(1)) |
| self.assertRaises(TypeError, lambda: psmidx.take("1")) |
| self.assertRaises(TypeError, lambda: psmidx.take({1, 2})) |
| self.assertRaises(TypeError, lambda: psmidx.take({1: None, 2: None})) |
| |
| |
| class IndexesTakeTests( |
| IndexesTakeMixin, |
| PandasOnSparkTestCase, |
| TestUtils, |
| ): |
| pass |
| |
| |
| if __name__ == "__main__": |
| from pyspark.pandas.tests.indexes.test_take 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) |