[WIP/TEST] faster-whisperが最低限動く形で実装

config.jsonで設定変更で実行可能
This commit is contained in:
misyaguziya
2024-01-30 18:21:55 +09:00
parent ba12e39bbc
commit 9cd1831ecb
8 changed files with 511 additions and 137 deletions

View File

@@ -98,6 +98,10 @@ class Config:
def SELECTABLE_CTRANSLATE2_WEIGHT_TYPE_DICT(self): def SELECTABLE_CTRANSLATE2_WEIGHT_TYPE_DICT(self):
return self._SELECTABLE_CTRANSLATE2_WEIGHT_TYPE_DICT return self._SELECTABLE_CTRANSLATE2_WEIGHT_TYPE_DICT
@property
def SELECTABLE_WHISPER_WEIGHT_TYPE_DICT(self):
return self._SELECTABLE_WHISPER_WEIGHT_TYPE_DICT
@property @property
def MAX_MIC_ENERGY_THRESHOLD(self): def MAX_MIC_ENERGY_THRESHOLD(self):
return self._MAX_MIC_ENERGY_THRESHOLD return self._MAX_MIC_ENERGY_THRESHOLD
@@ -263,6 +267,17 @@ class Config:
self._SELECTED_TAB_TARGET_LANGUAGES = value self._SELECTED_TAB_TARGET_LANGUAGES = value
saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value) saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value)
@property
@json_serializable('SELECTED_RECOGNIZER')
def SELECTED_RECOGNIZER(self):
return self._SELECTED_RECOGNIZER
@SELECTED_RECOGNIZER.setter
def SELECTED_RECOGNIZER(self, value):
if isinstance(value, str):
self._SELECTED_RECOGNIZER = value
saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value)
@property @property
@json_serializable('IS_MAIN_WINDOW_SIDEBAR_COMPACT_MODE') @json_serializable('IS_MAIN_WINDOW_SIDEBAR_COMPACT_MODE')
def IS_MAIN_WINDOW_SIDEBAR_COMPACT_MODE(self): def IS_MAIN_WINDOW_SIDEBAR_COMPACT_MODE(self):
@@ -569,15 +584,37 @@ class Config:
saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value) saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value)
@property @property
@json_serializable('WEIGHT_TYPE') @json_serializable('USE_RECOGNIZER_FEATURE')
def WEIGHT_TYPE(self): def USE_RECOGNIZER_FEATURE(self):
return self._WEIGHT_TYPE return self._USE_RECOGNIZER_FEATURE
@WEIGHT_TYPE.setter @USE_RECOGNIZER_FEATURE.setter
def WEIGHT_TYPE(self, value): def USE_RECOGNIZER_FEATURE(self, value):
if isinstance(value, bool):
self._USE_RECOGNIZER_FEATURE = value
saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value)
@property
@json_serializable('CTRANSLATE2_WEIGHT_TYPE')
def CTRANSLATE2_WEIGHT_TYPE(self):
return self._CTRANSLATE2_WEIGHT_TYPE
@CTRANSLATE2_WEIGHT_TYPE.setter
def CTRANSLATE2_WEIGHT_TYPE(self, value):
# if isinstance(value, str) and value in self.SELECTABLE_CTRANSLATE2_WEIGHT_TYPE_DICT: # if isinstance(value, str) and value in self.SELECTABLE_CTRANSLATE2_WEIGHT_TYPE_DICT:
if isinstance(value, str): if isinstance(value, str):
self._WEIGHT_TYPE = value self._CTRANSLATE2_WEIGHT_TYPE = value
saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value)
@property
@json_serializable('WHISPER_WEIGHT_TYPE')
def WHISPER_WEIGHT_TYPE(self):
return self._WHISPER_WEIGHT_TYPE
@WHISPER_WEIGHT_TYPE.setter
def WHISPER_WEIGHT_TYPE(self, value):
if isinstance(value, str):
self._WHISPER_WEIGHT_TYPE = value
saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value) saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value)
@property @property
@@ -756,6 +793,23 @@ class Config:
"Small": "Small", "Small": "Small",
"Large": "Large", "Large": "Large",
} }
self._SELECTABLE_WHISPER_WEIGHT_TYPE_DICT = {
# {Save json str}: {i18n_placeholder} pairs
"tiny": "tiny",
"tiny.en": "tiny.en",
"base": "base",
"base.en": "base.en",
"small": "small",
"small.en": "small.en",
"medium": "medium",
"medium.en": "medium.en",
"large-v1": "large-v1",
"large-v2": "large-v2",
"large-v3": "large-v3",
"large": "large",
}
self._MAX_MIC_ENERGY_THRESHOLD = 2000 self._MAX_MIC_ENERGY_THRESHOLD = 2000
self._MAX_SPEAKER_ENERGY_THRESHOLD = 4000 self._MAX_SPEAKER_ENERGY_THRESHOLD = 4000
@@ -795,6 +849,7 @@ class Config:
"2":"English\n(United States)", "2":"English\n(United States)",
"3":"English\n(United States)", "3":"English\n(United States)",
} }
self._SELECTED_RECOGNIZER = "Google"
self._IS_MAIN_WINDOW_SIDEBAR_COMPACT_MODE = False self._IS_MAIN_WINDOW_SIDEBAR_COMPACT_MODE = False
## Config Window ## Config Window
@@ -831,7 +886,9 @@ class Config:
"DeepL_API": None, "DeepL_API": None,
} }
self._USE_TRANSLATION_FEATURE = True self._USE_TRANSLATION_FEATURE = True
self._WEIGHT_TYPE = "Small" self._CTRANSLATE2_WEIGHT_TYPE = "Small"
self._USE_RECOGNIZER_FEATURE = True
self._WHISPER_WEIGHT_TYPE = "base"
self._SEND_MESSAGE_FORMAT = "[message]" self._SEND_MESSAGE_FORMAT = "[message]"
self._SEND_MESSAGE_FORMAT_WITH_T = "[message]([translation])" self._SEND_MESSAGE_FORMAT_WITH_T = "[message]([translation])"
self._RECEIVED_MESSAGE_FORMAT = "[message]" self._RECEIVED_MESSAGE_FORMAT = "[message]"

View File

@@ -505,8 +505,8 @@ def callbackSetUseTranslationFeature(value):
def callbackSetCtranslate2WeightType(value): def callbackSetCtranslate2WeightType(value):
print("callbackSetCtranslate2WeightType", value) print("callbackSetCtranslate2WeightType", value)
config.WEIGHT_TYPE = str(value) config.CTRANSLATE2_WEIGHT_TYPE = str(value)
view.updateSelectedCtranslate2WeightType(config.WEIGHT_TYPE) view.updateSelectedCtranslate2WeightType(config.CTRANSLATE2_WEIGHT_TYPE)
view.setWidgetsStatus_changeWeightType_Pending() view.setWidgetsStatus_changeWeightType_Pending()
if model.checkCTranslatorCTranslate2ModelWeight(): if model.checkCTranslatorCTranslate2ModelWeight():
config.IS_RESET_BUTTON_DISPLAYED_FOR_TRANSLATION = False config.IS_RESET_BUTTON_DISPLAYED_FOR_TRANSLATION = False

View File

@@ -10,7 +10,7 @@ if __name__ == "__main__":
from config import config from config import config
from models.translation.utils import downloadCTranslate2Weight from models.translation.utils import downloadCTranslate2Weight
if config.USE_TRANSLATION_FEATURE is True: if config.USE_TRANSLATION_FEATURE is True:
downloadCTranslate2Weight(config.PATH_LOCAL, config.WEIGHT_TYPE, splash.updateDownloadProgress) downloadCTranslate2Weight(config.PATH_LOCAL, config.CTRANSLATE2_WEIGHT_TYPE, splash.updateDownloadProgress)
splash.toProgress(0) splash.toProgress(0)
import controller import controller

View File

@@ -65,14 +65,14 @@ class Model:
self.speaker_energy_plot_progressbar = None self.speaker_energy_plot_progressbar = None
self.translator = Translator() self.translator = Translator()
if config.USE_TRANSLATION_FEATURE is True: if config.USE_TRANSLATION_FEATURE is True:
self.translator.changeCTranslate2Model(config.PATH_LOCAL, config.WEIGHT_TYPE) self.translator.changeCTranslate2Model(config.PATH_LOCAL, config.CTRANSLATE2_WEIGHT_TYPE)
self.keyword_processor = KeywordProcessor() self.keyword_processor = KeywordProcessor()
def checkCTranslatorCTranslate2ModelWeight(self): def checkCTranslatorCTranslate2ModelWeight(self):
return checkCTranslate2Weight(config.PATH_LOCAL, config.WEIGHT_TYPE) return checkCTranslate2Weight(config.PATH_LOCAL, config.CTRANSLATE2_WEIGHT_TYPE)
def changeTranslatorCTranslate2Model(self): def changeTranslatorCTranslate2Model(self):
self.translator.changeCTranslate2Model(config.PATH_LOCAL, config.WEIGHT_TYPE) self.translator.changeCTranslate2Model(config.PATH_LOCAL, config.CTRANSLATE2_WEIGHT_TYPE)
def resetKeywordProcessor(self): def resetKeywordProcessor(self):
del self.keyword_processor del self.keyword_processor
@@ -335,9 +335,12 @@ class Model:
source=self.mic_audio_recorder.source, source=self.mic_audio_recorder.source,
phrase_timeout=phase_timeout, phrase_timeout=phase_timeout,
max_phrases=config.INPUT_MIC_MAX_PHRASES, max_phrases=config.INPUT_MIC_MAX_PHRASES,
whisper_enabled=config.USE_RECOGNIZER_FEATURE,
whisper_weight_type=config.WHISPER_WEIGHT_TYPE,
whisper_weight_path=os_path.join(config.PATH_LOCAL, "weight", "whisper"),
) )
def sendMicTranscript(): def sendMicTranscript():
mic_transcriber.transcribeAudioQueue(mic_audio_queue, config.SOURCE_LANGUAGE, config.SOURCE_COUNTRY) mic_transcriber.transcribeAudioQueue(config.SELECTED_RECOGNIZER, mic_audio_queue, config.SOURCE_LANGUAGE, config.SOURCE_COUNTRY)
message = mic_transcriber.getTranscript() message = mic_transcriber.getTranscript()
try: try:
fnc(message) fnc(message)
@@ -416,6 +419,9 @@ class Model:
source=self.speaker_audio_recorder.source, source=self.speaker_audio_recorder.source,
phrase_timeout=phase_timeout, phrase_timeout=phase_timeout,
max_phrases=config.INPUT_SPEAKER_MAX_PHRASES, max_phrases=config.INPUT_SPEAKER_MAX_PHRASES,
whisper_enabled=config.USE_RECOGNIZER_FEATURE,
whisper_weight_type=config.WHISPER_WEIGHT_TYPE,
whisper_weight_path=os_path.join(config.PATH_LOCAL, "weight", "whisper"),
) )
def sendSpeakerTranscript(): def sendSpeakerTranscript():
speaker_transcriber.transcribeAudioQueue(speaker_audio_queue, config.TARGET_LANGUAGE, config.TARGET_COUNTRY) speaker_transcriber.transcribeAudioQueue(speaker_audio_queue, config.TARGET_LANGUAGE, config.TARGET_COUNTRY)

View File

@@ -1,177 +1,438 @@
transcription_lang = { transcription_lang = {
"Afrikaans":{ "Afrikaans":{
"South Africa":"af-ZA", "South Africa":{
"Google": "af-ZA",
"Whisper": "af",
},
}, },
"Arabic":{ "Arabic":{
"Algeria":"ar-DZ", "Algeria":{
"Bahrain":"ar-BH", "Google": "ar-DZ",
"Egypt":"ar-EG", "Whisper": "ar",
"Israel":"ar-IL", },
"Iraq":"ar-IQ", "Bahrain":{
"Jordan":"ar-JO", "Google": "ar-BH",
"Kuwait":"ar-KW", "Whisper": "ar",
"Lebanon":"ar-LB", },
"Morocco":"ar-MA", "Egypt":{
"Oman":"ar-OM", "Google": "ar-EG",
"State of Palestine":"ar-PS", "Whisper": "ar",
"Qatar":"ar-QA", },
"Saudi Arabia":"ar-SA", "Israel":{
"Tunisia":"ar-TN", "Google": "ar-IL",
"United Arab Emirates":"ar-AE", "Whisper": "ar",
},
"Iraq":{
"Google": "ar-IQ",
"Whisper": "ar",
},
"Jordan":{
"Google": "ar-JO",
"Whisper": "ar",
},
"Kuwait":{
"Google": "ar-KW",
"Whisper": "ar",
},
"Lebanon":{
"Google": "ar-LB",
"Whisper": "ar",
},
"Morocco":{
"Google": "ar-MA",
"Whisper": "ar",
},
"Oman":{
"Google": "ar-OM",
"Whisper": "ar",
},
"State of Palestine":{
"Google": "ar-PS",
"Whisper": "ar",
},
"Qatar":{
"Google": "ar-QA",
"Whisper": "ar",
},
"Saudi Arabia":{
"Google": "ar-SA",
"Whisper": "ar",
},
"Tunisia":{
"Google": "ar-TN",
"Whisper": "ar",
},
"United Arab Emirates":{
"Google": "ar-AE",
"Whisper": "ar",
},
}, },
"Basque":{ "Basque":{
"Spain":"eu-ES", "Spain":{
"Google": "eu-ES",
"Whisper": "eu",
},
}, },
"Bulgarian":{ "Bulgarian":{
"Bulgaria":"bg-BG", "Bulgaria":{
"Google": "bg-BG",
"Whisper": "bg",
},
}, },
"Catalan":{ "Catalan":{
"Spain":"ca-ES", "Spain":{
"Google": "ca-ES",
"Whisper": "ca",
},
}, },
"Chinese":{ "Chinese":{
"Mandarin (Simplified, China)":"cmn-Hans-CN", "Mandarin (Simplified, China)":{
"Mandarin (Simplified, Hong Kong)":"cmn-Hans-HK", "Google": "cmn-Hans-CN",
"Mandarin (Traditional, Taiwan)":"cmn-Hant-TW", "Whisper": "zh",
"Cantonese (Traditional Hong Kong)":"yue-Hant-HK", },
"Mandarin (Simplified, Hong Kong)":{
"Google": "cmn-Hans-HK",
"Whisper": "zh",
},
"Mandarin (Traditional, Taiwan)":{
"Google": "cmn-Hant-TW",
"Whisper": "zh",
},
"Cantonese (Traditional Hong Kong)":{
"Google": "yue-Hant-HK",
"Whisper": "yue",
},
}, },
"Croatian":{ "Croatian":{
"Croatia":"hr-HR", "Croatia":{
"Google": "hr-HR",
"Whisper": "hr",
},
}, },
"Czech":{ "Czech":{
"Czech Republic":"cs-CZ", "Czech Republic":{
"Google": "cs-CZ",
"Whisper": "cs",
},
}, },
"Danish":{ "Danish":{
"Denmark":"da-DK", "Denmark":{
"Google": "da-DK",
"Whisper": "da",
},
}, },
"Dutch":{ "Dutch":{
"Netherlands":"nl-NL", "Netherlands":{
"Google": "nl-NL",
"Whisper": "nl",
},
}, },
"English": { "English": {
"United States":"en-US", "United States":{
"United Kingdom":"en-GB", "Google": "en-US",
"Australia":"en-AU", "Whisper": "en",
"Canada":"en-CA", },
"India":"en-IN", "United Kingdom":{
"Ireland":"en-IE", "Google": "en-GB",
"New Zealand":"en-NZ", "Whisper": "en",
"Philippines":"en-PH", },
"South Africa":"en-ZA", "Australia":{
"Google": "en-AU",
"Whisper": "en",
},
"Canada":{
"Google": "en-CA",
"Whisper": "en",
},
"India":{
"Google": "en-IN",
"Whisper": "en",
},
"Ireland":{
"Google": "en-IE",
"Whisper": "en",
},
"New Zealand":{
"Google": "en-NZ",
"Whisper": "en",
},
"Philippines":{
"Google": "en-PH",
"Whisper": "en",
},
"South Africa":{
"Google": "en-ZA",
"Whisper": "en",
},
}, },
"Filipino":{ "Filipino":{
"Philippines":"fil-PH", "Philippines":{
"Google": "fil-PH",
"Whisper": "tl",
},
}, },
"Finnish":{ "Finnish":{
"Finland":"fi-FI", "Finland":{
"Google": "fi-FI",
"Whisper": "fi",
},
}, },
"French":{ "French":{
"France":"fr-FR", "France":{
"Google": "fr-FR",
"Whisper": "fr",
},
}, },
"Galician":{ "Galician":{
"Spain":"gl-ES", "Spain":{
"Google": "gl-ES",
"Whisper": "gl",
},
}, },
"German":{ "German":{
"Germany":"de-DE", "Germany":{
"Google": "de-DE",
"Whisper": "de",
},
}, },
"Greek":{ "Greek":{
"Greece":"el-GR", "Greece":{
"Google": "el-GR",
"Whisper": "el",
},
}, },
"Hebrew":{ "Hebrew":{
"Israel":"he-IL", "Israel":{
"Google": "he-IL",
"Whisper": "he",
},
}, },
"Hindi": { "Hindi": {
"India":"hi-IN", "India":{
"Google": "hi-IN",
"Whisper": "hi",
},
}, },
"Hungarian":{ "Hungarian":{
"Hungary":"hu-HU", "Hungary":{
"Google": "hu-HU",
"Whisper": "hu",
},
}, },
"Indonesian":{ "Indonesian":{
"Indonesia":"id-ID", "Indonesia":{
"Google": "id-ID",
"Whisper": "id",
},
}, },
"Icelandic":{ "Icelandic":{
"Iceland":"is-IS", "Iceland":{
"Google": "is-IS",
"Whisper": "is",
},
}, },
"Italian":{ "Italian":{
"Italy":"it-IT", "Italy":{
"Switzerland":"it-CH", "Google": "it-IT",
"Whisper": "it",
},
"Switzerland":{
"Google": "it-CH",
"Whisper": "it",
},
}, },
"Japanese":{ "Japanese":{
"Japan":"ja-JP", "Japan":{
"Google": "ja-JP",
"Whisper": "ja",
},
}, },
"Korean":{ "Korean":{
"South Korea":"ko-KR", "South Korea":{
"Google": "ko-KR",
"Whisper": "ko",
},
}, },
"Lithuanian":{ "Lithuanian":{
"Lithuania":"lt-LT", "Lithuania":{
"Google": "lt-LT",
"Whisper": "lt",
},
}, },
"Malay":{ "Malay":{
"Malaysia":"ms-MY", "Malaysia":{
"Google": "ms-MY",
"Whisper": "ms",
},
}, },
"Norwegian":{ "Norwegian":{
"Norway":"nb-NO", "Norway":{
"Google": "nb-NO",
"Whisper": "no",
},
}, },
"Persian":{ "Persian":{
"Iran":"fa-IR", "Iran":{
"Google": "fa-IR",
"Whisper": "fa",
},
}, },
"Polish":{ "Polish":{
"Poland":"pl-PL", "Poland":{
"Google": "pl-PL",
"Whisper": "pl",
},
}, },
"Portuguese":{ "Portuguese":{
"Brazil":"pt-BR", "Brazil":{
"Portugal":"pt-PT", "Google": "pt-BR",
"Whisper": "pt",
},
"Portugal":{
"Google": "pt-PT",
"Whisper": "pt",
},
}, },
"Romanian":{ "Romanian":{
"Romania":"ro-RO", "Romania":{
"Google": "ro-RO",
"Whisper": "ro",
},
}, },
"Russian":{ "Russian":{
"Russia":"ru-RU", "Russia":{
"Google": "ru-RU",
"Whisper": "ru",
},
}, },
"Serbian":{ "Serbian":{
"Serbia":"sr-RS", "Serbia":{
"Google": "sr-RS",
"Whisper": "sr",
},
}, },
"Slovak":{ "Slovak":{
"Slovakia":"sk-SK", "Slovakia":{
"Google": "sk-SK",
"Whisper": "sk",
},
}, },
"Slovenian":{ "Slovenian":{
"Slovenia":"sl-SI", "Slovenia":{
"Google": "sl-SI",
"Whisper": "sl",
},
}, },
"Spanish":{ "Spanish":{
"Argentina":"es-AR", "Argentina":{
"Bolivia":"es-BO", "Google": "es-AR",
"Chile":"es-CL", "Whisper": "es",
"Colombia":"es-CO", },
"Costa Rica":"es-CR", "Bolivia":{
"Dominican Republic":"es-DO", "Google": "es-BO",
"Ecuador":"es-EC", "Whisper": "es",
"El Salvador":"es-SV", },
"Guatemala":"es-GT", "Chile":{
"Honduras":"es-HN", "Google": "es-CL",
"Mexico":"es-MX", "Whisper": "es",
"Nicaragua":"es-NI", },
"Panama":"es-PA", "Colombia":{
"Paraguay":"es-PY", "Google": "es-CO",
"Peru":"es-PE", "Whisper": "es",
"Puerto Rico":"es-PR", },
"Spain":"es-ES", "Costa Rica":{
"Uruguay":"es-UY", "Google": "es-CR",
"United States":"es-US", "Whisper": "es",
"Venezuela":"es-VE", },
"Dominican Republic":{
"Google": "es-DO",
"Whisper": "es",
},
"Ecuador":{
"Google": "es-EC",
"Whisper": "es",
},
"El Salvador":{
"Google": "es-SV",
"Whisper": "es",
},
"Guatemala":{
"Google": "es-GT",
"Whisper": "es",
},
"Honduras":{
"Google": "es-HN",
"Whisper": "es",
},
"Mexico":{
"Google": "es-MX",
"Whisper": "es",
},
"Nicaragua":{
"Google": "es-NI",
"Whisper": "es",
},
"Panama":{
"Google": "es-PA",
"Whisper": "es",
},
"Paraguay":{
"Google": "es-PY",
"Whisper": "es",
},
"Peru":{
"Google": "es-PE",
"Whisper": "es",
},
"Puerto Rico":{
"Google": "es-PR",
"Whisper": "es",
},
"Spain":{
"Google": "es-ES",
"Whisper": "es",
},
"Uruguay":{
"Google": "es-UY",
"Whisper": "es",
},
"United States":{
"Google": "es-US",
"Whisper": "es",
},
"Venezuela":{
"Google": "es-VE",
"Whisper": "es",
},
}, },
"Swedish":{ "Swedish":{
"Sweden":"sv-SE", "Sweden":{
"Google": "sv-SE",
"Whisper": "sv",
},
}, },
"Thai":{ "Thai":{
"Thailand":"th-TH", "Thailand":{
"Google": "th-TH",
"Whisper": "th",
},
}, },
"Turkish":{ "Turkish":{
"Turkey":"tr-TR", "Turkey":{
"Google": "tr-TR",
"Whisper": "tr",
},
}, },
"Ukrainian":{ "Ukrainian":{
"Ukraine":"uk-UA", "Ukraine":{
"Google": "uk-UA",
"Whisper": "uk",
},
}, },
"Vietnamese":{ "Vietnamese":{
"Vietnam":"vi-VN", "Vietnam":{
}, "Google": "vi-VN",
"Zulu":{ "Whisper": "vi",
"South Africa":"zu-ZA" },
}, },
} }

View File

@@ -14,7 +14,7 @@ PHRASE_TIMEOUT = 3
MAX_PHRASES = 10 MAX_PHRASES = 10
class AudioTranscriber: class AudioTranscriber:
def __init__(self, speaker, source, phrase_timeout, max_phrases): def __init__(self, speaker, source, phrase_timeout, max_phrases, whisper_enabled, whisper_weight_type, whisper_weight_path):
self.speaker = speaker self.speaker = speaker
self.phrase_timeout = phrase_timeout self.phrase_timeout = phrase_timeout
self.max_phrases = max_phrases self.max_phrases = max_phrases
@@ -30,47 +30,59 @@ class AudioTranscriber:
"new_phrase": True, "new_phrase": True,
"process_data_func": self.processSpeakerData if speaker else self.processSpeakerData "process_data_func": self.processSpeakerData if speaker else self.processSpeakerData
} }
self.whisper_model = WhisperModel("base", device="cpu", device_index=0, compute_type="int8", cpu_threads=4, num_workers=1) if whisper_enabled is True:
self.whisper_model = WhisperModel(
model_size_or_path=whisper_weight_type,
device="cpu",
device_index=0,
compute_type="int8",
cpu_threads=4,
num_workers=1,
download_root=whisper_weight_path)
else:
self.whisper_model = None
def transcribeAudioQueue(self, audio_queue, language, country): def transcribeAudioQueue(self, recognizer, audio_queue, language, country):
# while True: # while True:
audio, time_spoken = audio_queue.get() audio, time_spoken = audio_queue.get()
self.updateLastSampleAndPhraseStatus(audio, time_spoken) self.updateLastSampleAndPhraseStatus(audio, time_spoken)
text = '' text = ''
try: try:
# fd, path = tempfile.mkstemp(suffix=".wav") # Whisperが使用できない場合はGoogle Speech-to-Textを使用する
# os.close(fd) if recognizer == "Whisper":
audio_data = self.audio_sources["process_data_func"]() if self.whisper_model is None:
text = self.audio_recognizer.recognize_google(audio_data, language=transcription_lang[language][country]) recognizer = "Google"
audio_data = np.frombuffer(audio_data.get_raw_data(convert_rate=16000, convert_width=2), np.int16).flatten().astype(np.float32) / 32768.0 audio_data = self.audio_sources["process_data_func"]()
if isinstance(audio_data, torch.Tensor): match recognizer:
audio_data = audio_data.detach().numpy() case "Google":
segments, _ = self.whisper_model.transcribe( text = self.audio_recognizer.recognize_google(audio_data, language=transcription_lang[language][country][recognizer])
audio_data, case "Whisper":
beam_size=5, audio_data = np.frombuffer(audio_data.get_raw_data(convert_rate=16000, convert_width=2), np.int16).flatten().astype(np.float32) / 32768.0
temperature=0.0, if isinstance(audio_data, torch.Tensor):
log_prob_threshold=-0.8, audio_data = audio_data.detach().numpy()
no_speech_threshold=0.6, segments, _ = self.whisper_model.transcribe(
language="ja", audio_data,
word_timestamps=False, beam_size=5,
without_timestamps=True, temperature=0.0,
task="transcribe", log_prob_threshold=-0.8,
vad_filter=False, no_speech_threshold=0.6,
) language=transcription_lang[language][country][recognizer],
_text = "" word_timestamps=False,
for s in segments: without_timestamps=True,
if s.avg_logprob < -0.8 or s.no_speech_prob > 0.6: task="transcribe",
continue vad_filter=False,
_text += s.text )
print(_text) for s in segments:
if s.avg_logprob < -0.8 or s.no_speech_prob > 0.6:
continue
text += s.text
except Exception: except Exception:
pass pass
finally: finally:
pass pass
# os.unlink(path)
if text != '': if text != '':
self.updateTranscript(text) self.updateTranscript(text)

View File

@@ -1,4 +1,8 @@
from pyaudiowpatch import PyAudio, paWASAPI from pyaudiowpatch import PyAudio, paWASAPI
from faster_whisper.utils import download_model
import logging
logger = logging.getLogger('faster_whisper')
logger.setLevel(logging.CRITICAL)
def getInputDevices(): def getInputDevices():
devices = {} devices = {}
@@ -44,4 +48,38 @@ def getDefaultOutputDevice():
if default_speakers["name"] in loopback["name"]: if default_speakers["name"] in loopback["name"]:
default_device = loopback default_device = loopback
return default_device return default_device
return {"name":"NoDevice"} return {"name":"NoDevice"}
def downloadWhisperWeight(weight_type, path):
result = False
try:
download_model(
weight_type,
cache_dir=path)
result = True
except Exception:
pass
return result
def checkWhisperWeight(weight_type, path):
result = False
try:
result = download_model(
weight_type,
local_files_only=True,
cache_dir=path)
result = True
except Exception:
pass
return result
if __name__ == "__main__":
downloadWhisperWeight("base", "./weight/whisper/")
from faster_whisper import WhisperModel
whisper_model = WhisperModel("base", device="cpu", device_index=0, compute_type="int8", cpu_threads=4, num_workers=1, download_root="./weight/whisper/")
print(checkWhisperWeight("base", "./weight/whisper/"))
print(checkWhisperWeight("tiny", "./weight/whisper/"))

View File

@@ -280,7 +280,7 @@ class View():
VAR_DESC_CTRANSLATE2_WEIGHT_TYPE=StringVar(value=i18n.t("config_window.ctranslate2_weight_type.desc")), VAR_DESC_CTRANSLATE2_WEIGHT_TYPE=StringVar(value=i18n.t("config_window.ctranslate2_weight_type.desc")),
DICT_CTRANSLATE2_WEIGHT_TYPE=self.getSelectableCtranslate2WeightTypeDict(), DICT_CTRANSLATE2_WEIGHT_TYPE=self.getSelectableCtranslate2WeightTypeDict(),
CALLBACK_SET_CTRANSLATE2_WEIGHT_TYPE=None, CALLBACK_SET_CTRANSLATE2_WEIGHT_TYPE=None,
VAR_CTRANSLATE2_WEIGHT_TYPE=StringVar(value=self.getSelectableCtranslate2WeightTypeDict()[config.WEIGHT_TYPE]), VAR_CTRANSLATE2_WEIGHT_TYPE=StringVar(value=self.getSelectableCtranslate2WeightTypeDict()[config.CTRANSLATE2_WEIGHT_TYPE]),
VAR_LABEL_DEEPL_AUTH_KEY=StringVar(value=i18n.t( "config_window.deepl_auth_key.label")), VAR_LABEL_DEEPL_AUTH_KEY=StringVar(value=i18n.t( "config_window.deepl_auth_key.label")),
VAR_DESC_DEEPL_AUTH_KEY=StringVar( VAR_DESC_DEEPL_AUTH_KEY=StringVar(
@@ -1069,7 +1069,7 @@ class View():
self.view_variable.VAR_CTRANSLATE2_WEIGHT_TYPE.set(self.getSelectableCtranslate2WeightTypeDict()[selected_weight_type]) self.view_variable.VAR_CTRANSLATE2_WEIGHT_TYPE.set(self.getSelectableCtranslate2WeightTypeDict()[selected_weight_type])
def setLatestCTranslate2WeightType(self): def setLatestCTranslate2WeightType(self):
selected_weight_type = self.getSelectableCtranslate2WeightTypeDict()[config.WEIGHT_TYPE] selected_weight_type = self.getSelectableCtranslate2WeightTypeDict()[config.CTRANSLATE2_WEIGHT_TYPE]
self.view_variable.VAR_CTRANSLATE2_WEIGHT_TYPE.set(selected_weight_type) self.view_variable.VAR_CTRANSLATE2_WEIGHT_TYPE.set(selected_weight_type)