blob: 495917fefaa6605da6be2aa2801359fdac4c5436 [file] [log] [blame]
#
# 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
class SizeTestsMixin:
def test_size(self):
pdf = pd.DataFrame({"A": [1, 2, 2, 3, 3, 3], "B": [1, 1, 2, 3, 3, 3]})
psdf = ps.from_pandas(pdf)
self.assert_eq(psdf.groupby("A").size().sort_index(), pdf.groupby("A").size().sort_index())
self.assert_eq(
psdf.groupby("A")["B"].size().sort_index(), pdf.groupby("A")["B"].size().sort_index()
)
self.assert_eq(
psdf.groupby("A")[["B"]].size().sort_index(),
pdf.groupby("A")[["B"]].size().sort_index(),
)
self.assert_eq(
psdf.groupby(["A", "B"]).size().sort_index(),
pdf.groupby(["A", "B"]).size().sort_index(),
)
# multi-index columns
columns = pd.MultiIndex.from_tuples([("X", "A"), ("Y", "B")])
pdf.columns = columns
psdf.columns = columns
self.assert_eq(
psdf.groupby(("X", "A")).size().sort_index(),
pdf.groupby(("X", "A")).size().sort_index(),
)
self.assert_eq(
psdf.groupby([("X", "A"), ("Y", "B")]).size().sort_index(),
pdf.groupby([("X", "A"), ("Y", "B")]).size().sort_index(),
)
class SizeTests(
SizeTestsMixin,
PandasOnSparkTestCase,
):
pass
if __name__ == "__main__":
from pyspark.pandas.tests.groupby.test_size 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)