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

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2.1 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.
import unittest
import numpy as np
from op_test import OpTest
class TestSequenceScatterOp(OpTest):
def init_lod(self):
return [[3, 5, 4]]
def setUp(self):
self.op_type = "sequence_scatter"
X_data = np.random.uniform(0.1, 1.0, [3, 6]).astype('float32')
Ids_data = np.array([[0], [1], [2], [5], [4], [3], [0], [1], [3], [2],
[5], [4]]).astype('int64')
Ids_lod = self.init_lod()
Updates_data = np.random.uniform(0.1, 1.0, [12, 1]).astype('float32')
Updates_lod = Ids_lod
Out_data = np.copy(X_data)
offset = 0
for i in range(3):
Out_data[i][Ids_data[offset:(offset + Ids_lod[0][
i])]] += Updates_data[offset:(offset + Ids_lod[0][i])]
offset += Ids_lod[0][i]
self.inputs = {
'X': X_data,
'Ids': (Ids_data, Ids_lod),
'Updates': (Updates_data, Updates_lod)
}
self.outputs = {'Out': Out_data}
def test_check_output(self):
self.check_output()
def test_check_grad(self):
self.check_grad(['Updates'], 'Out', in_place=True)
class TestSequenceScatterOpSeqLen0(TestSequenceScatterOp):
def init_lod(self):
return [[6, 0, 6]]
class TestSequenceScatterOpSeqLen0Case1(TestSequenceScatterOp):
def init_lod(self):
return [[0, 6, 6]]
class TestSequenceScatterOpSeqLen0Case2(TestSequenceScatterOp):
def init_lod(self):
return [[6, 6, 0]]
if __name__ == "__main__":
unittest.main()