def auditok_gen_speech_regions( # pylint: disable=too-many-arguments
audio_wav,
energy_threshold=constants.DEFAULT_ENERGY_THRESHOLD,
min_region_size=constants.DEFAULT_MIN_REGION_SIZE,
max_region_size=constants.DEFAULT_MAX_REGION_SIZE,
max_continuous_silence=constants.DEFAULT_CONTINUOUS_SILENCE,
mode=auditok.StreamTokenizer.STRICT_MIN_LENGTH):
"""
Give an input audio/video file, generate proper speech regions.
"""
asource = auditok.ADSFactory.ads(
filename=audio_wav, record=True)
validator = auditok.AudioEnergyValidator(
sample_width=asource.get_sample_width(),
energy_threshold=energy_threshold)
asource.open()
tokenizer = auditok.StreamTokenizer(
validator=validator,
min_length=int(min_region_size * 100),
max_length=int(max_region_size * 100),
max_continuous_silence=int(max_continuous_silence * 100),
mode=mode)
# auditok.StreamTokenizer.DROP_TRAILING_SILENCE
tokens = tokenizer.tokenize(asource)
regions = []
for token in tokens:
# get start and end times
regions.append((token[1] * 10, token[2] * 10))
asource.close()
# reference
# auditok.readthedocs.io/en/latest/apitutorial.html#examples-using-real-audio-data
return regions
def auditok_gen_stats_regions(
auditok_stats,
asource
):
"""
Give an AuditokSTATS and return itself with regions.
"""
validator = auditok.AudioEnergyValidator(
sample_width=asource.get_sample_width(),
energy_threshold=auditok_stats.energy_t)
asource.open()
tokenizer = auditok.StreamTokenizer(
validator=validator,
min_length=int(auditok_stats.mnrs * 100),
max_length=int(auditok_stats.mxrs * 100),
max_continuous_silence=int(auditok_stats.mxcs * 100),
mode=auditok_stats.mode)
# auditok.StreamTokenizer.DROP_TRAILING_SILENCE
tokens = tokenizer.tokenize(asource)
max_region_size = int(auditok_stats.mxrs * 1000)
small_region_size = max_region_size >> 3
big_region_size = max_region_size - (max_region_size >> 2)
total_region_size = 0
for token in tokens:
# get start and end times
auditok_stats.events.append(pysubs2.SSAEvent(
start=token[1] * 10,
end=token[2] * 10))
dura = (token[2] - token[1]) * 10
total_region_size = total_region_size + dura
if dura <= small_region_size:
auditok_stats.small_region_count = auditok_stats.small_region_count + 1
elif dura >= big_region_size:
auditok_stats.big_region_count = auditok_stats.big_region_count + 1
average_region_size = total_region_size / len(auditok_stats.events)
auditok_stats.delta_region_size = abs(average_region_size - (max_region_size >> 1))
# reference
# auditok.readthedocs.io/en/latest/apitutorial.html#examples-using-real-audio-data
return auditok_stats