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test_corpus.py
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test_corpus.py
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import os
import shutil
import pytest
from montreal_forced_aligner.config.train_config import train_yaml_to_config
from montreal_forced_aligner.corpus import Corpus
from montreal_forced_aligner.corpus.classes import File, Speaker, Utterance
from montreal_forced_aligner.corpus.helper import get_wav_info
from montreal_forced_aligner.dictionary import Dictionary
from montreal_forced_aligner.exceptions import SoxError
def test_mp3(mp3_test_path):
try:
info = get_wav_info(mp3_test_path)
assert "sox_string" in info
except SoxError:
pytest.skip()
def test_add(basic_corpus_dir, generated_dir):
output_directory = os.path.join(generated_dir, "basic")
if os.path.exists(output_directory):
shutil.rmtree(output_directory, ignore_errors=True)
c = Corpus(basic_corpus_dir, output_directory, use_mp=True)
new_speaker = Speaker("new_speaker")
new_file = File("new_file.wav", "new_file.txt")
new_utterance = Utterance(new_speaker, new_file, text="blah blah")
utterance_id = new_utterance.name
assert utterance_id not in c.utterances
c.add_utterance(new_utterance)
assert utterance_id in c.utterances
assert utterance_id in c.speakers["new_speaker"].utterances
assert utterance_id in c.files["new_file"].utterances
assert c.utterances[utterance_id].text == "blah blah"
c.delete_utterance(utterance_id)
assert utterance_id not in c.utterances
assert "new_speaker" in c.speakers
assert "new_file" in c.files
def test_basic(basic_dict_path, basic_corpus_dir, generated_dir, default_feature_config):
output_directory = os.path.join(generated_dir, "basic")
if os.path.exists(output_directory):
shutil.rmtree(output_directory, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, output_directory)
dictionary.write()
c = Corpus(basic_corpus_dir, output_directory, use_mp=True)
c.initialize_corpus(dictionary, default_feature_config)
for speaker in c.speakers.values():
data = speaker.dictionary.data()
assert dictionary.silences == data.silences
assert dictionary.multilingual_ipa == data.multilingual_ipa
assert dictionary.words_mapping == data.words_mapping
assert dictionary.punctuation == data.punctuation
assert dictionary.clitic_markers == data.clitic_markers
assert dictionary.oov_int == data.oov_int
assert dictionary.words == data.words
assert c.get_feat_dim() == 39
dictionary.cleanup_logger()
def test_basic_txt(basic_corpus_txt_dir, basic_dict_path, generated_dir, default_feature_config):
output_directory = os.path.join(generated_dir, "basic")
if os.path.exists(output_directory):
shutil.rmtree(output_directory, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, os.path.join(generated_dir, "basic"))
dictionary.write()
c = Corpus(basic_corpus_txt_dir, output_directory, use_mp=False)
print(c.no_transcription_files)
assert len(c.no_transcription_files) == 0
c.initialize_corpus(dictionary, default_feature_config)
assert c.get_feat_dim() == 39
dictionary.cleanup_logger()
def test_alignable_from_temp(
basic_corpus_txt_dir, basic_dict_path, generated_dir, default_feature_config
):
dictionary = Dictionary(basic_dict_path, os.path.join(generated_dir, "basic"))
dictionary.write()
output_directory = os.path.join(generated_dir, "basic")
if os.path.exists(output_directory):
shutil.rmtree(output_directory, ignore_errors=True)
c = Corpus(basic_corpus_txt_dir, output_directory, use_mp=False)
assert len(c.no_transcription_files) == 0
c.initialize_corpus(dictionary, default_feature_config)
assert c.get_feat_dim() == 39
c = Corpus(basic_corpus_txt_dir, output_directory, use_mp=False)
assert len(c.no_transcription_files) == 0
c.initialize_corpus(dictionary, default_feature_config)
assert c.get_feat_dim() == 39
dictionary.cleanup_logger()
def test_transcribe_from_temp(
basic_corpus_txt_dir, basic_dict_path, generated_dir, default_feature_config
):
dictionary = Dictionary(basic_dict_path, os.path.join(generated_dir, "basic"))
dictionary.write()
output_directory = os.path.join(generated_dir, "basic")
if os.path.exists(output_directory):
shutil.rmtree(output_directory, ignore_errors=True)
c = Corpus(basic_corpus_txt_dir, output_directory, use_mp=False)
c.initialize_corpus(dictionary, default_feature_config)
assert c.get_feat_dim() == 39
c = Corpus(basic_corpus_txt_dir, output_directory, use_mp=False)
c.initialize_corpus(dictionary, default_feature_config)
assert c.get_feat_dim() == 39
dictionary.cleanup_logger()
def test_extra(sick_dict, extra_corpus_dir, generated_dir):
output_directory = os.path.join(generated_dir, "extra")
if os.path.exists(output_directory):
shutil.rmtree(output_directory, ignore_errors=True)
corpus = Corpus(extra_corpus_dir, output_directory, num_jobs=2, use_mp=False)
corpus.initialize_corpus(sick_dict)
def test_stereo(basic_dict_path, stereo_corpus_dir, temp_dir, default_feature_config):
temp = os.path.join(temp_dir, "stereo")
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, os.path.join(temp, "basic"))
dictionary.write()
d = Corpus(stereo_corpus_dir, temp, use_mp=False)
d.initialize_corpus(dictionary, default_feature_config)
assert d.get_feat_dim() == 39
dictionary.cleanup_logger()
def test_stereo_short_tg(
basic_dict_path, stereo_corpus_short_tg_dir, temp_dir, default_feature_config
):
temp = os.path.join(temp_dir, "stereo_tg")
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, os.path.join(temp, "basic"))
dictionary.write()
d = Corpus(stereo_corpus_short_tg_dir, temp, use_mp=False)
d.initialize_corpus(dictionary, default_feature_config)
assert d.get_feat_dim() == 39
dictionary.cleanup_logger()
def test_flac(basic_dict_path, flac_corpus_dir, temp_dir, default_feature_config):
temp = os.path.join(temp_dir, "flac")
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, os.path.join(temp, "basic"))
dictionary.write()
d = Corpus(flac_corpus_dir, temp, use_mp=False)
d.initialize_corpus(dictionary, default_feature_config)
assert d.get_feat_dim() == 39
dictionary.cleanup_logger()
def test_audio_directory(basic_dict_path, basic_split_dir, temp_dir, default_feature_config):
temp = os.path.join(temp_dir, "audio_dir_test")
audio_dir, text_dir = basic_split_dir
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, os.path.join(temp, "basic"))
dictionary.write()
d = Corpus(text_dir, temp, use_mp=False, audio_directory=audio_dir)
assert len(d.no_transcription_files) == 0
assert len(d.files) > 0
d.initialize_corpus(dictionary, default_feature_config)
assert d.get_feat_dim() == 39
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, os.path.join(temp, "basic"))
dictionary.write()
d = Corpus(text_dir, temp, use_mp=True, audio_directory=audio_dir)
assert len(d.no_transcription_files) == 0
assert len(d.files) > 0
d.initialize_corpus(dictionary, default_feature_config)
assert d.get_feat_dim() == 39
dictionary.cleanup_logger()
def test_flac_mp(basic_dict_path, flac_corpus_dir, temp_dir, default_feature_config):
temp = os.path.join(temp_dir, "flac")
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, os.path.join(temp, "basic"))
dictionary.write()
d = Corpus(flac_corpus_dir, temp, use_mp=True)
d.initialize_corpus(dictionary, default_feature_config)
assert d.get_feat_dim() == 39
dictionary.cleanup_logger()
def test_flac_tg(basic_dict_path, flac_tg_corpus_dir, temp_dir, default_feature_config):
temp = os.path.join(temp_dir, "flac")
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, os.path.join(temp, "basic"))
dictionary.write()
d = Corpus(flac_tg_corpus_dir, temp, use_mp=False)
d.initialize_corpus(dictionary, default_feature_config)
assert d.get_feat_dim() == 39
dictionary.cleanup_logger()
def test_flac_tg_mp(basic_dict_path, flac_tg_corpus_dir, temp_dir, default_feature_config):
temp = os.path.join(temp_dir, "flac")
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, os.path.join(temp, "basic"))
dictionary.write()
d = Corpus(flac_tg_corpus_dir, temp, use_mp=True)
d.initialize_corpus(dictionary, default_feature_config)
assert d.get_feat_dim() == 39
dictionary.cleanup_logger()
def test_flac_tg_transcribe(basic_dict_path, flac_tg_corpus_dir, temp_dir, default_feature_config):
temp = os.path.join(temp_dir, "flac_tg")
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, os.path.join(temp, "basic"))
dictionary.write()
d = Corpus(flac_tg_corpus_dir, temp, use_mp=False)
d.initialize_corpus(dictionary, default_feature_config)
assert d.get_feat_dim() == 39
dictionary.cleanup_logger()
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, os.path.join(temp, "basic"))
dictionary.write()
d = Corpus(flac_tg_corpus_dir, temp, use_mp=True)
d.initialize_corpus(dictionary, default_feature_config)
assert d.get_feat_dim() == 39
dictionary.cleanup_logger()
def test_flac_transcribe(
basic_dict_path, flac_transcribe_corpus_dir, temp_dir, default_feature_config
):
temp = os.path.join(temp_dir, "flac_transcribe")
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, os.path.join(temp, "basic"))
dictionary.write()
d = Corpus(flac_transcribe_corpus_dir, temp, use_mp=True)
d.initialize_corpus(dictionary, default_feature_config)
assert d.get_feat_dim() == 39
dictionary.cleanup_logger()
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, os.path.join(temp, "basic"))
dictionary.write()
d = Corpus(flac_transcribe_corpus_dir, temp, use_mp=False)
d.initialize_corpus(dictionary, default_feature_config)
assert d.get_feat_dim() == 39
dictionary.cleanup_logger()
def test_24bit_wav(transcribe_corpus_24bit_dir, temp_dir, default_feature_config):
temp = os.path.join(temp_dir, "24bit")
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
c = Corpus(transcribe_corpus_24bit_dir, temp, use_mp=False)
c.initialize_corpus(feature_config=default_feature_config)
assert c.get_feat_dim() == 39
assert len(c.files) == 2
def test_short_segments(
basic_dict_path, shortsegments_corpus_dir, temp_dir, default_feature_config
):
temp = os.path.join(temp_dir, "short_segments")
if os.path.exists(temp):
shutil.rmtree(temp, ignore_errors=True)
dictionary = Dictionary(basic_dict_path, temp)
dictionary.write()
corpus = Corpus(shortsegments_corpus_dir, temp, use_mp=False)
corpus.initialize_corpus(dictionary, default_feature_config)
assert len(corpus.utterances) == 3
assert len([x for x in corpus.utterances.values() if not x.ignored]) == 1
assert len([x for x in corpus.utterances.values() if x.features is not None]) == 1
assert len([x for x in corpus.utterances.values() if x.ignored]) == 2
assert len([x for x in corpus.utterances.values() if x.features is None]) == 2
dictionary.cleanup_logger()
def test_speaker_groupings(
large_prosodylab_format_directory, temp_dir, large_dataset_dictionary, default_feature_config
):
output_directory = os.path.join(temp_dir, "large")
if os.path.exists(output_directory):
shutil.rmtree(output_directory, ignore_errors=True)
dictionary = Dictionary(large_dataset_dictionary, output_directory)
dictionary.write()
c = Corpus(large_prosodylab_format_directory, output_directory, use_mp=False)
c.initialize_corpus(dictionary, default_feature_config)
speakers = os.listdir(large_prosodylab_format_directory)
for s in speakers:
assert any(s in x.speakers for x in c.jobs)
for _, _, files in os.walk(large_prosodylab_format_directory):
for f in files:
name, ext = os.path.splitext(f)
assert name in c.files
shutil.rmtree(output_directory, ignore_errors=True)
dictionary.write()
c = Corpus(large_prosodylab_format_directory, output_directory, num_jobs=2, use_mp=False)
c.initialize_corpus(dictionary, default_feature_config)
for s in speakers:
assert any(s in x.speakers for x in c.jobs)
for _, _, files in os.walk(large_prosodylab_format_directory):
for f in files:
name, ext = os.path.splitext(f)
assert name in c.files
dictionary.cleanup_logger()
def test_subset(
large_prosodylab_format_directory, temp_dir, large_dataset_dictionary, default_feature_config
):
output_directory = os.path.join(temp_dir, "large_subset")
shutil.rmtree(output_directory, ignore_errors=True)
dictionary = Dictionary(large_dataset_dictionary, output_directory)
dictionary.write()
c = Corpus(large_prosodylab_format_directory, output_directory, use_mp=False)
c.initialize_corpus(dictionary, default_feature_config)
sd = c.split_directory
s = c.subset_directory(10)
assert os.path.exists(sd)
assert os.path.exists(s)
dictionary.cleanup_logger()
def test_weird_words(weird_words_dir, temp_dir, sick_dict_path):
output_directory = os.path.join(temp_dir, "weird_words")
shutil.rmtree(output_directory, ignore_errors=True)
dictionary = Dictionary(sick_dict_path, output_directory)
assert "i’m" not in dictionary.words
assert "’m" not in dictionary.words
assert dictionary.words["i'm"][0]["pronunciation"] == ("ay", "m", "ih")
assert dictionary.words["i'm"][1]["pronunciation"] == ("ay", "m")
assert dictionary.words["'m"][0]["pronunciation"] == ("m",)
dictionary.write()
c = Corpus(weird_words_dir, output_directory, use_mp=False)
c.initialize_corpus(dictionary)
assert c.utterances["weird-words-weird-words"].oovs == [
"talking-ajfish",
"asds-asda",
"sdasd-me",
]
dictionary.set_word_set(c.word_set)
for w in ["i'm", "this'm", "sdsdsds'm", "'m"]:
_ = dictionary.to_int(w)
print(dictionary.oovs_found)
assert "'m" not in dictionary.oovs_found
dictionary.cleanup_logger()
def test_punctuated(punctuated_dir, temp_dir, sick_dict_path):
output_directory = os.path.join(temp_dir, "punctuated")
shutil.rmtree(output_directory, ignore_errors=True)
dictionary = Dictionary(sick_dict_path, output_directory)
dictionary.write()
c = Corpus(punctuated_dir, output_directory, use_mp=False)
c.initialize_corpus(dictionary)
assert (
c.utterances["punctuated-punctuated"].text
== "oh yes they they you know they love her and so i mean"
)
dictionary.cleanup_logger()
def test_alternate_punctuation(
punctuated_dir, temp_dir, sick_dict_path, different_punctuation_config
):
train_config, align_config = train_yaml_to_config(different_punctuation_config)
output_directory = os.path.join(temp_dir, "punctuated")
shutil.rmtree(output_directory, ignore_errors=True)
print(align_config.punctuation)
dictionary = Dictionary(sick_dict_path, output_directory, punctuation=align_config.punctuation)
dictionary.write()
c = Corpus(
punctuated_dir, output_directory, use_mp=False, punctuation=align_config.punctuation
)
print(c.punctuation)
c.initialize_corpus(dictionary)
assert (
c.utterances["punctuated-punctuated"].text
== "oh yes, they they, you know, they love her and so i mean"
)
dictionary.cleanup_logger()
def test_xsampa_corpus(
xsampa_corpus_dir, xsampa_dict_path, temp_dir, generated_dir, different_punctuation_config
):
train_config, align_config = train_yaml_to_config(different_punctuation_config)
output_directory = os.path.join(temp_dir, "xsampa")
shutil.rmtree(output_directory, ignore_errors=True)
print(align_config.punctuation)
dictionary = Dictionary(
xsampa_dict_path, output_directory, punctuation=align_config.punctuation
)
dictionary.write()
c = Corpus(
xsampa_corpus_dir, output_directory, use_mp=False, punctuation=align_config.punctuation
)
print(c.punctuation)
c.initialize_corpus(dictionary)
assert (
c.utterances["xsampa-michael"].text
== r"@bUr\tOU {bstr\{kt {bSaIr\ Abr\utseIzi {br\@geItIN @bor\n {b3kr\Ambi {bI5s@`n Ar\g thr\Ip@5eI Ar\dvAr\k".lower()
)
dictionary.cleanup_logger()