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

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2.8 KiB

# Copyright (c) 2018 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
# limitations under the License.
from __future__ import print_function
import unittest
import numpy as np
from op_test import OpTest
class TestGatherOp(OpTest):
def setUp(self):
self.op_type = "gather"
self.config()
xnp = np.random.random(self.x_shape).astype(self.x_type)
self.inputs = {
'X': xnp,
'Index': np.array(self.index).astype(self.index_type)
}
self.outputs = {'Out': self.inputs["X"][self.inputs["Index"]]}
def test_check_output(self):
self.check_output()
def test_check_grad(self):
self.check_grad(['X'], 'Out')
def config(self):
"""
For multi-dimension input
"""
self.x_shape = (10, 20)
self.x_type = "float32"
self.index = [1, 3, 5]
self.index_type = "int32"
class TestCase1(TestGatherOp):
def config(self):
"""
For one dimension input
"""
self.x_shape = (10)
self.x_type = "float32"
self.index = [1, 3, 5]
self.index_type = "int32"
class TestCase2(TestGatherOp):
def config(self):
"""
For int64_t index type
"""
self.x_shape = (10)
self.x_type = "float32"
self.index = [1, 3, 5]
self.index_type = "int64"
class TestCase3(TestGatherOp):
def config(self):
"""
For other input type
"""
self.x_shape = (10, 20)
self.x_type = "double"
self.index = [1, 3, 5]
self.index_type = "int64"
class TestCase4(TestGatherOp):
def config(self):
self.x_shape = (10, 20)
self.attrs = {'overwrite': False}
self.x_type = "double"
self.index = [1, 1]
self.index_type = "int32"
class TestCase5(TestGatherOp):
def config(self):
self.x_shape = (10, 20)
self.attrs = {'overwrite': False}
self.x_type = "float"
self.index = [1, 1, 3]
self.index_type = "int32"
class TestCase6(TestGatherOp):
def config(self):
self.x_shape = (10, 20)
self.attrs = {'overwrite': True}
self.x_type = "float"
self.index = [1, 3]
self.index_type = "int32"
if __name__ == "__main__":
unittest.main()