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PaddleSpeech/tests/test_error_rate.py

116 lines
4.4 KiB

# -*- coding: utf-8 -*-
"""Test error rate."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import unittest
import error_rate
class TestParse(unittest.TestCase):
def test_wer_1(self):
ref = 'i UM the PHONE IS i LEFT THE portable PHONE UPSTAIRS last night'
hyp = 'i GOT IT TO the FULLEST i LOVE TO portable FROM OF STORES last '\
'night'
word_error_rate = error_rate.wer(ref, hyp)
self.assertTrue(abs(word_error_rate - 0.769230769231) < 1e-6)
def test_wer_2(self):
ref = 'as any in england i would say said gamewell proudly that is '\
'in his day'
hyp = 'as any in england i would say said came well proudly that is '\
'in his day'
word_error_rate = error_rate.wer(ref, hyp)
self.assertTrue(abs(word_error_rate - 0.1333333) < 1e-6)
def test_wer_3(self):
ref = 'the lieutenant governor lilburn w boggs afterward governor '\
'was a pronounced mormon hater and throughout the period of '\
'the troubles he manifested sympathy with the persecutors'
hyp = 'the lieutenant governor little bit how bags afterward '\
'governor was a pronounced warman hater and throughout the '\
'period of th troubles he manifests sympathy with the '\
'persecutors'
word_error_rate = error_rate.wer(ref, hyp)
self.assertTrue(abs(word_error_rate - 0.2692307692) < 1e-6)
def test_wer_4(self):
ref = 'the wood flamed up splendidly under the large brewing copper '\
'and it sighed so deeply'
hyp = 'the wood flame do splendidly under the large brewing copper '\
'and its side so deeply'
word_error_rate = error_rate.wer(ref, hyp)
self.assertTrue(abs(word_error_rate - 0.2666666667) < 1e-6)
def test_wer_5(self):
ref = 'all the morning they trudged up the mountain path and at noon '\
'unc and ojo sat on a fallen tree trunk and ate the last of '\
'the bread which the old munchkin had placed in his pocket'
hyp = 'all the morning they trudged up the mountain path and at noon '\
'unc in ojo sat on a fallen tree trunk and ate the last of '\
'the bread which the old munchkin had placed in his pocket'
word_error_rate = error_rate.wer(ref, hyp)
self.assertTrue(abs(word_error_rate - 0.027027027) < 1e-6)
def test_wer_6(self):
ref = 'i UM the PHONE IS i LEFT THE portable PHONE UPSTAIRS last night'
word_error_rate = error_rate.wer(ref, ref)
self.assertEqual(word_error_rate, 0.0)
def test_wer_7(self):
ref = ' '
hyp = 'Hypothesis sentence'
with self.assertRaises(ValueError):
word_error_rate = error_rate.wer(ref, hyp)
def test_cer_1(self):
ref = 'werewolf'
hyp = 'weae wolf'
char_error_rate = error_rate.cer(ref, hyp)
self.assertTrue(abs(char_error_rate - 0.25) < 1e-6)
def test_cer_2(self):
ref = 'werewolf'
hyp = 'weae wolf'
char_error_rate = error_rate.cer(ref, hyp, remove_space=True)
self.assertTrue(abs(char_error_rate - 0.125) < 1e-6)
def test_cer_3(self):
ref = 'were wolf'
hyp = 'were wolf'
char_error_rate = error_rate.cer(ref, hyp)
self.assertTrue(abs(char_error_rate - 0.0) < 1e-6)
def test_cer_4(self):
ref = 'werewolf'
char_error_rate = error_rate.cer(ref, ref)
self.assertEqual(char_error_rate, 0.0)
def test_cer_5(self):
ref = u'我是中国人'
hyp = u'我是 美洲人'
char_error_rate = error_rate.cer(ref, hyp)
self.assertTrue(abs(char_error_rate - 0.6) < 1e-6)
def test_cer_6(self):
ref = u'我 是 中 国 人'
hyp = u'我 是 美 洲 人'
char_error_rate = error_rate.cer(ref, hyp, remove_space=True)
self.assertTrue(abs(char_error_rate - 0.4) < 1e-6)
def test_cer_7(self):
ref = u'我是中国人'
char_error_rate = error_rate.cer(ref, ref)
self.assertFalse(char_error_rate, 0.0)
def test_cer_8(self):
ref = ''
hyp = 'Hypothesis'
with self.assertRaises(ValueError):
char_error_rate = error_rate.cer(ref, hyp)
if __name__ == '__main__':
unittest.main()