| # |
| # 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 pyspark.sql.conversion import ArrowTableToRowsConversion, LocalDataToArrowConversion |
| from pyspark.sql.types import ( |
| ArrayType, |
| BinaryType, |
| IntegerType, |
| MapType, |
| Row, |
| StringType, |
| StructType, |
| ) |
| from pyspark.testing.objects import ExamplePoint, ExamplePointUDT |
| from pyspark.testing.utils import have_pyarrow, pyarrow_requirement_message |
| |
| |
| @unittest.skipIf(not have_pyarrow, pyarrow_requirement_message) |
| class ConversionTests(unittest.TestCase): |
| def test_conversion(self): |
| data = [ |
| ( |
| i if i % 2 == 0 else None, |
| str(i), |
| i, |
| str(i).encode(), |
| [j if j % 2 == 0 else None for j in range(i)], |
| list(range(i)), |
| [str(j).encode() for j in range(i)], |
| {str(j): j if j % 2 == 0 else None for j in range(i)}, |
| {str(j): j for j in range(i)}, |
| {str(j): str(j).encode() for j in range(i)}, |
| (i if i % 2 == 0 else None, str(i), i, str(i).encode()), |
| {"i": i if i % 2 == 0 else None, "s": str(i), "ii": i, "b": str(i).encode()}, |
| ExamplePoint(float(i), float(i)), |
| ) |
| for i in range(5) |
| ] |
| schema = ( |
| StructType() |
| .add("i", IntegerType()) |
| .add("s", StringType()) |
| .add("ii", IntegerType(), nullable=False) |
| .add("b", BinaryType()) |
| .add("arr_i", ArrayType(IntegerType())) |
| .add("arr_ii", ArrayType(IntegerType(), containsNull=False)) |
| .add("arr_b", ArrayType(BinaryType())) |
| .add("map_i", MapType(StringType(), IntegerType())) |
| .add("map_ii", MapType(StringType(), IntegerType(), valueContainsNull=False)) |
| .add("map_b", MapType(StringType(), BinaryType())) |
| .add( |
| "struct_t", |
| StructType() |
| .add("i", IntegerType()) |
| .add("s", StringType()) |
| .add("ii", IntegerType(), nullable=False) |
| .add("b", BinaryType()), |
| ) |
| .add( |
| "struct_d", |
| StructType() |
| .add("i", IntegerType()) |
| .add("s", StringType()) |
| .add("ii", IntegerType(), nullable=False) |
| .add("b", BinaryType()), |
| ) |
| .add("udt", ExamplePointUDT()) |
| ) |
| |
| tbl = LocalDataToArrowConversion.convert(data, schema, use_large_var_types=False) |
| actual = ArrowTableToRowsConversion.convert(tbl, schema) |
| |
| for a, e in zip( |
| actual, |
| [ |
| Row( |
| i=i if i % 2 == 0 else None, |
| s=str(i), |
| ii=i, |
| b=str(i).encode(), |
| arr_i=[j if j % 2 == 0 else None for j in range(i)], |
| arr_ii=list(range(i)), |
| arr_b=[str(j).encode() for j in range(i)], |
| map_i={str(j): j if j % 2 == 0 else None for j in range(i)}, |
| map_ii={str(j): j for j in range(i)}, |
| map_b={str(j): str(j).encode() for j in range(i)}, |
| struct_t=Row(i=i if i % 2 == 0 else None, s=str(i), ii=i, b=str(i).encode()), |
| struct_d=Row(i=i if i % 2 == 0 else None, s=str(i), ii=i, b=str(i).encode()), |
| udt=ExamplePoint(float(i), float(i)), |
| ) |
| for i in range(5) |
| ], |
| ): |
| with self.subTest(expected=e): |
| self.assertEqual(a, e) |
| |
| |
| if __name__ == "__main__": |
| from pyspark.sql.tests.test_conversion import * # noqa: F401 |
| |
| try: |
| import xmlrunner # type: ignore |
| |
| testRunner = xmlrunner.XMLTestRunner(output="target/test-reports", verbosity=2) |
| except ImportError: |
| testRunner = None |
| unittest.main(testRunner=testRunner, verbosity=2) |