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

154 lines
4.6 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 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()