test_sequence_slice_op.py

#  Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserve.
#
#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
import sys
from op_test import OpTest


class TestSequenceSliceOp(OpTest):
    def set_data(self):
        self.init_test_case()
        # only supprot one level LoD
        x = np.random.random(self.x_dim).astype('float32')
        lod = self.x_lod
        offset = np.array(self.offset).astype("int64")
        length = np.array(self.length).astype("int64")

        self.inputs = {'X': (x, lod), 'Offset': offset, 'Length': length}
        outs = []  #np.zeros((100, 3, 2)).astype('float32')
        out_lod = [[0]]
        out_lod_offset = 0
        for i in range(len(offset)):
            sub_x = x[lod[0][i] + offset[i, 0]:lod[0][i] + offset[i, 0] +
                      length[i, 0], :]
            out_lod_offset = out_lod_offset + len(sub_x)
            outs.append(sub_x)
            out_lod[0].append(out_lod_offset)
        outs = np.concatenate(outs, axis=0)
        self.outputs = {'Out': (outs, out_lod)}

    def init_test_case(self):
        self.x_dim = (100, 3, 2)
        self.x_lod = [[0, 20, 40, 60, 80, 100]]
        self.offset = [[1], [2], [3], [4], [5]]
        self.length = [[10], [8], [6], [4], [2]]

    def setUp(self):
        self.op_type = "sequence_slice"
        self.set_data()

    def test_check_output(self):
        self.check_output()

    def test_check_grad(self):
        self.check_grad(['X'], 'Out')


if __name__ == '__main__':
    unittest.main()