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Paddle/python/paddle/fluid/tests/unittests/test_data_generator.py

177 lines
5.4 KiB

# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed 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
import paddle
import unittest
import paddle.distributed.fleet as fleet
import os
import sys
import platform
class MyMultiSlotDataGenerator(fleet.MultiSlotDataGenerator):
def generate_sample(self, line):
def data_iter():
for i in range(40):
if i == 1:
yield None
yield ("words", [1, 2, 3, 4]), ("label", [0])
return data_iter
class MyMultiSlotStringDataGenerator(fleet.MultiSlotStringDataGenerator):
def generate_sample(self, line):
def data_iter():
for i in range(40):
if i == 1:
yield None
yield ("words", ["1", "2", "3", "4"]), ("label", ["0"])
return data_iter
class MyMultiSlotDataGenerator_error(fleet.MultiSlotDataGenerator):
def generate_sample(self, line):
def data_iter():
for i in range(40):
if i == 1:
yield None
yield "words"
return data_iter
class MyMultiSlotDataGenerator_error_2(fleet.MultiSlotStringDataGenerator):
def generate_sample(self, line):
def data_iter():
for i in range(40):
if i == 1:
yield None
yield "words"
return data_iter
class MyMultiSlotDataGenerator_error_3(fleet.MultiSlotDataGenerator):
def generate_sample(self, line):
def data_iter():
for i in range(40):
if i == 1:
yield None
yield (1, ["1", "2", "3", "4"]), (2, ["0"])
return data_iter
class MyMultiSlotDataGenerator_error_4(fleet.MultiSlotDataGenerator):
def generate_sample(self, line):
def data_iter():
for i in range(40):
if i == 1:
yield None
yield ("words", "1"), ("label", "0")
return data_iter
class MyMultiSlotDataGenerator_error_5(fleet.MultiSlotDataGenerator):
def generate_sample(self, line):
def data_iter():
for i in range(40):
if i == 1:
yield None
yield ("words", []), ("label", [])
return data_iter
class TestMultiSlotDataGenerator(unittest.TestCase):
def test_MultiSlotDataGenerator_basic(self):
my_ms_dg = MyMultiSlotDataGenerator()
my_ms_dg.set_batch(1)
my_ms_dg.run_from_memory()
class TestMultiSlotStringDataGenerator(unittest.TestCase):
def test_MyMultiSlotStringDataGenerator_basic(self):
my_ms_dg = MyMultiSlotStringDataGenerator()
my_ms_dg.set_batch(1)
my_ms_dg.run_from_memory()
class TestMultiSlotStringDataGenerator_2(unittest.TestCase):
def test_MyMultiSlotStringDataGenerator_stdin(self):
plats = platform.platform()
if 'Linux' not in plats:
print("skip pipecommand UT on MacOS/Win")
return
with open("test_queue_dataset_run_a.txt", "w") as f:
data = "2 1 2\n"
data += "2 6 2\n"
data += "2 5 2\n"
data += "2 7 2\n"
f.write(data)
tmp = os.popen(
"cat test_queue_dataset_run_a.txt | python my_data_generator.py"
).readlines()
expected_res = [
'1 2 1 1 1 2\n', '1 2 1 6 1 2\n', '1 2 1 5 1 2\n', '1 2 1 7 1 2\n'
]
self.assertEqual(tmp, expected_res)
os.remove("./test_queue_dataset_run_a.txt")
class TestMultiSlotDataGenerator_error(unittest.TestCase):
def test_MultiSlotDataGenerator_error(self):
with self.assertRaises(ValueError):
my_ms_dg = MyMultiSlotDataGenerator_error()
my_ms_dg.set_batch(1)
my_ms_dg.run_from_memory()
class TestMultiSlotDataGenerator_error_2(unittest.TestCase):
def test_MultiSlotDataGenerator_error(self):
with self.assertRaises(ValueError):
my_ms_dg = MyMultiSlotDataGenerator_error_2()
my_ms_dg.set_batch(1)
my_ms_dg.run_from_memory()
class TestMultiSlotDataGenerator_error_3(unittest.TestCase):
def test_MultiSlotDataGenerator_error(self):
with self.assertRaises(ValueError):
my_ms_dg = MyMultiSlotDataGenerator_error_3()
my_ms_dg.set_batch(1)
my_ms_dg.run_from_memory()
class TestMultiSlotDataGenerator_error_4(unittest.TestCase):
def test_MultiSlotDataGenerator_error(self):
with self.assertRaises(ValueError):
my_ms_dg = MyMultiSlotDataGenerator_error_4()
my_ms_dg.set_batch(1)
my_ms_dg.run_from_memory()
class TestMultiSlotDataGenerator_error_5(unittest.TestCase):
def test_MultiSlotDataGenerator_error(self):
with self.assertRaises(ValueError):
my_ms_dg = MyMultiSlotDataGenerator_error_5()
my_ms_dg.set_batch(1)
my_ms_dg.run_from_memory()
if __name__ == '__main__':
unittest.main()