import unittest import pytest import jiwer from .test_measures import assert_dict_almost_equal class TestCERInputMethods(unittest.TestCase): def test_input_ref_string_hyp_string(self): cases = [ ("This is a test", "This is a test", 0 / 14), ("This is a test", "", 14 / 14), ("This is a test", "This test", 5 / 14), ] self._apply_test_on(cases) def test_input_ref_string_hyp_list(self): cases = [ ("This is a test", ["This is a test"], 0 / 14), ("This is a test", [""], 14 / 14), ("This is a test", ["This test"], 5 / 14), ] self._apply_test_on(cases) def test_input_ref_list_hyp_string(self): cases = [ (["This is a test"], "This is a test", 0 / 14), (["This is a test"], "", 14 / 14), (["This is a test"], "This test", 5 / 14), ] self._apply_test_on(cases) def test_input_ref_list_hyp_list(self): cases = [ (["This is a test"], ["This is a test"], 0 / 14), (["This is a test"], [""], 14 / 14), (["This is a test"], ["This test"], 5 / 14), ] self._apply_test_on(cases) def test_fail_on_different_sentence_length(self): def callback(): jiwer.cer(["hello", "this", "sentence", "is fractured"], ["this sentence"]) self.assertRaises(ValueError, callback) def test_fail_on_empty_reference(self): def callback(): jiwer.cer("", "test") self.assertRaises(ValueError, callback) def test_known_values(self): # Taken from the "From WER and RIL to MER and WIL" paper, for link see README.md cases = [ ( "X", "X", 0, ), ( "X", "X X Y Y", 6, ), ( "X Y X", "X Z", 3 / 5, ), ( "X", "Y", 1, ), ( "X", "Y Z", 3, ), ] self._apply_test_on(cases) def test_permutations_invariance(self): cases = [ ( ["i", "am i good"], ["i am", "i good"], 0.6, ), ( ["am i good", "i"], [ "i good", "i am", ], 0.6, ), ] self._apply_test_on(cases) def test_return_dict(self): # TODO: remove unit test once deprecated with pytest.deprecated_call(): return_dict = jiwer.cer( ["i", "am i good"], ["i am", "y good"], return_dict=True ) assert_dict_almost_equal( self, return_dict, { "cer": 0.7, "hits": 6, "substitutions": 1, "deletions": 3, "insertions": 3, }, delta=1e-16, ) def _apply_test_on(self, cases): for ref, hyp, correct_cer in cases: cer = jiwer.cer(reference=ref, hypothesis=hyp) self.assertTrue(isinstance(cer, float)) if isinstance(cer, float): self.assertAlmostEqual(cer, correct_cer, delta=1e-16)