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

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# 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 sys
import unittest
import numpy as np
from op_test import OpTest
from test_softmax_op import stable_softmax
def CTCAlign(input, lod, blank, merge_repeated):
lod0 = lod[0]
result = []
cur_offset = 0
for i in range(len(lod0)):
prev_token = -1
for j in range(cur_offset, cur_offset + lod0[i]):
token = input[j][0]
if (token != blank) and not (merge_repeated and
token == prev_token):
result.append(token)
prev_token = token
cur_offset += lod0[i]
result = np.array(result).reshape([len(result), 1]).astype("int32")
if len(result) == 0:
result = np.array([-1])
return result
class TestCTCAlignOp(OpTest):
def config(self):
self.op_type = "ctc_align"
self.input_lod = [[11, 7]]
self.blank = 0
self.merge_repeated = False
self.input = np.array(
[0, 1, 2, 2, 0, 4, 0, 4, 5, 0, 6, 6, 0, 0, 7, 7, 7, 0]).reshape(
[18, 1]).astype("int32")
def setUp(self):
self.config()
output = CTCAlign(self.input, self.input_lod, self.blank,
self.merge_repeated)
self.inputs = {"Input": (self.input, self.input_lod), }
self.outputs = {"Output": output}
self.attrs = {
"blank": self.blank,
"merge_repeated": self.merge_repeated
}
def test_check_output(self):
self.check_output()
pass
class TestCTCAlignOpCase1(TestCTCAlignOp):
def config(self):
self.op_type = "ctc_align"
self.input_lod = [[11, 8]]
self.blank = 0
self.merge_repeated = True
self.input = np.array(
[0, 1, 2, 2, 0, 4, 0, 4, 5, 0, 6, 6, 0, 0, 7, 7, 7, 0, 0]).reshape(
[19, 1]).astype("int32")
class TestCTCAlignOpCase2(TestCTCAlignOp):
def config(self):
self.op_type = "ctc_align"
self.input_lod = [[4]]
self.blank = 0
self.merge_repeated = True
self.input = np.array([0, 0, 0, 0]).reshape([4, 1]).astype("int32")
if __name__ == "__main__":
unittest.main()