[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:
71
config.py
71
config.py
@@ -98,6 +98,10 @@ class Config:
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def SELECTABLE_CTRANSLATE2_WEIGHT_TYPE_DICT(self):
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return self._SELECTABLE_CTRANSLATE2_WEIGHT_TYPE_DICT
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@property
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def SELECTABLE_WHISPER_WEIGHT_TYPE_DICT(self):
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return self._SELECTABLE_WHISPER_WEIGHT_TYPE_DICT
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@property
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def MAX_MIC_ENERGY_THRESHOLD(self):
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return self._MAX_MIC_ENERGY_THRESHOLD
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@@ -263,6 +267,17 @@ class Config:
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self._SELECTED_TAB_TARGET_LANGUAGES = value
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saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value)
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@property
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@json_serializable('SELECTED_RECOGNIZER')
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def SELECTED_RECOGNIZER(self):
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return self._SELECTED_RECOGNIZER
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@SELECTED_RECOGNIZER.setter
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def SELECTED_RECOGNIZER(self, value):
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if isinstance(value, str):
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self._SELECTED_RECOGNIZER = value
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saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value)
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@property
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@json_serializable('IS_MAIN_WINDOW_SIDEBAR_COMPACT_MODE')
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def IS_MAIN_WINDOW_SIDEBAR_COMPACT_MODE(self):
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@@ -569,15 +584,37 @@ class Config:
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saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value)
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@property
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@json_serializable('WEIGHT_TYPE')
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def WEIGHT_TYPE(self):
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return self._WEIGHT_TYPE
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@json_serializable('USE_RECOGNIZER_FEATURE')
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def USE_RECOGNIZER_FEATURE(self):
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return self._USE_RECOGNIZER_FEATURE
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@WEIGHT_TYPE.setter
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def WEIGHT_TYPE(self, value):
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@USE_RECOGNIZER_FEATURE.setter
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def USE_RECOGNIZER_FEATURE(self, value):
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if isinstance(value, bool):
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self._USE_RECOGNIZER_FEATURE = value
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saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value)
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@property
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@json_serializable('CTRANSLATE2_WEIGHT_TYPE')
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def CTRANSLATE2_WEIGHT_TYPE(self):
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return self._CTRANSLATE2_WEIGHT_TYPE
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@CTRANSLATE2_WEIGHT_TYPE.setter
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def CTRANSLATE2_WEIGHT_TYPE(self, value):
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# if isinstance(value, str) and value in self.SELECTABLE_CTRANSLATE2_WEIGHT_TYPE_DICT:
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if isinstance(value, str):
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self._WEIGHT_TYPE = value
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self._CTRANSLATE2_WEIGHT_TYPE = value
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saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value)
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@property
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@json_serializable('WHISPER_WEIGHT_TYPE')
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def WHISPER_WEIGHT_TYPE(self):
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return self._WHISPER_WEIGHT_TYPE
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@WHISPER_WEIGHT_TYPE.setter
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def WHISPER_WEIGHT_TYPE(self, value):
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if isinstance(value, str):
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self._WHISPER_WEIGHT_TYPE = value
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saveJson(self.PATH_CONFIG, inspect.currentframe().f_code.co_name, value)
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@property
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@@ -756,6 +793,23 @@ class Config:
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"Small": "Small",
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"Large": "Large",
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}
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self._SELECTABLE_WHISPER_WEIGHT_TYPE_DICT = {
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# {Save json str}: {i18n_placeholder} pairs
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"tiny": "tiny",
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"tiny.en": "tiny.en",
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"base": "base",
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"base.en": "base.en",
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"small": "small",
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"small.en": "small.en",
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"medium": "medium",
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"medium.en": "medium.en",
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"large-v1": "large-v1",
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"large-v2": "large-v2",
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"large-v3": "large-v3",
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"large": "large",
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}
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self._MAX_MIC_ENERGY_THRESHOLD = 2000
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self._MAX_SPEAKER_ENERGY_THRESHOLD = 4000
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@@ -795,6 +849,7 @@ class Config:
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"2":"English\n(United States)",
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"3":"English\n(United States)",
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}
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self._SELECTED_RECOGNIZER = "Google"
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self._IS_MAIN_WINDOW_SIDEBAR_COMPACT_MODE = False
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## Config Window
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@@ -831,7 +886,9 @@ class Config:
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"DeepL_API": None,
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}
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self._USE_TRANSLATION_FEATURE = True
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self._WEIGHT_TYPE = "Small"
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self._CTRANSLATE2_WEIGHT_TYPE = "Small"
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self._USE_RECOGNIZER_FEATURE = True
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self._WHISPER_WEIGHT_TYPE = "base"
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self._SEND_MESSAGE_FORMAT = "[message]"
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self._SEND_MESSAGE_FORMAT_WITH_T = "[message]([translation])"
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self._RECEIVED_MESSAGE_FORMAT = "[message]"
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@@ -505,8 +505,8 @@ def callbackSetUseTranslationFeature(value):
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def callbackSetCtranslate2WeightType(value):
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print("callbackSetCtranslate2WeightType", value)
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config.WEIGHT_TYPE = str(value)
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view.updateSelectedCtranslate2WeightType(config.WEIGHT_TYPE)
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config.CTRANSLATE2_WEIGHT_TYPE = str(value)
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view.updateSelectedCtranslate2WeightType(config.CTRANSLATE2_WEIGHT_TYPE)
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view.setWidgetsStatus_changeWeightType_Pending()
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if model.checkCTranslatorCTranslate2ModelWeight():
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config.IS_RESET_BUTTON_DISPLAYED_FOR_TRANSLATION = False
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2
main.py
2
main.py
@@ -10,7 +10,7 @@ if __name__ == "__main__":
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from config import config
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from models.translation.utils import downloadCTranslate2Weight
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if config.USE_TRANSLATION_FEATURE is True:
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downloadCTranslate2Weight(config.PATH_LOCAL, config.WEIGHT_TYPE, splash.updateDownloadProgress)
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downloadCTranslate2Weight(config.PATH_LOCAL, config.CTRANSLATE2_WEIGHT_TYPE, splash.updateDownloadProgress)
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splash.toProgress(0)
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import controller
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14
model.py
14
model.py
@@ -65,14 +65,14 @@ class Model:
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self.speaker_energy_plot_progressbar = None
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self.translator = Translator()
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if config.USE_TRANSLATION_FEATURE is True:
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self.translator.changeCTranslate2Model(config.PATH_LOCAL, config.WEIGHT_TYPE)
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self.translator.changeCTranslate2Model(config.PATH_LOCAL, config.CTRANSLATE2_WEIGHT_TYPE)
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self.keyword_processor = KeywordProcessor()
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def checkCTranslatorCTranslate2ModelWeight(self):
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return checkCTranslate2Weight(config.PATH_LOCAL, config.WEIGHT_TYPE)
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return checkCTranslate2Weight(config.PATH_LOCAL, config.CTRANSLATE2_WEIGHT_TYPE)
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def changeTranslatorCTranslate2Model(self):
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self.translator.changeCTranslate2Model(config.PATH_LOCAL, config.WEIGHT_TYPE)
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self.translator.changeCTranslate2Model(config.PATH_LOCAL, config.CTRANSLATE2_WEIGHT_TYPE)
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def resetKeywordProcessor(self):
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del self.keyword_processor
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@@ -335,9 +335,12 @@ class Model:
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source=self.mic_audio_recorder.source,
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phrase_timeout=phase_timeout,
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max_phrases=config.INPUT_MIC_MAX_PHRASES,
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whisper_enabled=config.USE_RECOGNIZER_FEATURE,
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whisper_weight_type=config.WHISPER_WEIGHT_TYPE,
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whisper_weight_path=os_path.join(config.PATH_LOCAL, "weight", "whisper"),
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)
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def sendMicTranscript():
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mic_transcriber.transcribeAudioQueue(mic_audio_queue, config.SOURCE_LANGUAGE, config.SOURCE_COUNTRY)
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mic_transcriber.transcribeAudioQueue(config.SELECTED_RECOGNIZER, mic_audio_queue, config.SOURCE_LANGUAGE, config.SOURCE_COUNTRY)
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message = mic_transcriber.getTranscript()
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try:
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fnc(message)
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@@ -416,6 +419,9 @@ class Model:
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source=self.speaker_audio_recorder.source,
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phrase_timeout=phase_timeout,
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max_phrases=config.INPUT_SPEAKER_MAX_PHRASES,
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whisper_enabled=config.USE_RECOGNIZER_FEATURE,
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whisper_weight_type=config.WHISPER_WEIGHT_TYPE,
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whisper_weight_path=os_path.join(config.PATH_LOCAL, "weight", "whisper"),
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)
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def sendSpeakerTranscript():
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speaker_transcriber.transcribeAudioQueue(speaker_audio_queue, config.TARGET_LANGUAGE, config.TARGET_COUNTRY)
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@@ -1,177 +1,438 @@
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transcription_lang = {
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"Afrikaans":{
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"South Africa":"af-ZA",
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"South Africa":{
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"Google": "af-ZA",
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"Whisper": "af",
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},
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},
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"Arabic":{
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"Algeria":"ar-DZ",
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"Bahrain":"ar-BH",
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"Egypt":"ar-EG",
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"Israel":"ar-IL",
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"Iraq":"ar-IQ",
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"Jordan":"ar-JO",
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"Kuwait":"ar-KW",
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"Lebanon":"ar-LB",
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"Morocco":"ar-MA",
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"Oman":"ar-OM",
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"State of Palestine":"ar-PS",
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"Qatar":"ar-QA",
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"Saudi Arabia":"ar-SA",
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"Tunisia":"ar-TN",
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"United Arab Emirates":"ar-AE",
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"Algeria":{
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"Google": "ar-DZ",
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"Whisper": "ar",
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},
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"Bahrain":{
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"Google": "ar-BH",
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"Whisper": "ar",
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},
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"Egypt":{
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"Google": "ar-EG",
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"Whisper": "ar",
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},
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"Israel":{
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"Google": "ar-IL",
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"Whisper": "ar",
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},
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"Iraq":{
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"Google": "ar-IQ",
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"Whisper": "ar",
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},
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"Jordan":{
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"Google": "ar-JO",
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"Whisper": "ar",
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},
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"Kuwait":{
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"Google": "ar-KW",
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"Whisper": "ar",
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},
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"Lebanon":{
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"Google": "ar-LB",
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"Whisper": "ar",
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},
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"Morocco":{
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"Google": "ar-MA",
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"Whisper": "ar",
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},
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"Oman":{
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"Google": "ar-OM",
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"Whisper": "ar",
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},
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"State of Palestine":{
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"Google": "ar-PS",
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"Whisper": "ar",
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},
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"Qatar":{
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"Google": "ar-QA",
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"Whisper": "ar",
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},
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"Saudi Arabia":{
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"Google": "ar-SA",
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"Whisper": "ar",
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},
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"Tunisia":{
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"Google": "ar-TN",
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"Whisper": "ar",
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},
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"United Arab Emirates":{
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"Google": "ar-AE",
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"Whisper": "ar",
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},
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},
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"Basque":{
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"Spain":"eu-ES",
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"Spain":{
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"Google": "eu-ES",
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"Whisper": "eu",
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},
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},
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"Bulgarian":{
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"Bulgaria":"bg-BG",
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"Bulgaria":{
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"Google": "bg-BG",
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"Whisper": "bg",
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},
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},
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"Catalan":{
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"Spain":"ca-ES",
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"Spain":{
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"Google": "ca-ES",
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"Whisper": "ca",
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},
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},
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"Chinese":{
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"Mandarin (Simplified, China)":"cmn-Hans-CN",
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"Mandarin (Simplified, Hong Kong)":"cmn-Hans-HK",
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"Mandarin (Traditional, Taiwan)":"cmn-Hant-TW",
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"Cantonese (Traditional Hong Kong)":"yue-Hant-HK",
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"Mandarin (Simplified, China)":{
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"Google": "cmn-Hans-CN",
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"Whisper": "zh",
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},
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"Mandarin (Simplified, Hong Kong)":{
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"Google": "cmn-Hans-HK",
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"Whisper": "zh",
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},
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"Mandarin (Traditional, Taiwan)":{
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"Google": "cmn-Hant-TW",
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"Whisper": "zh",
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},
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"Cantonese (Traditional Hong Kong)":{
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"Google": "yue-Hant-HK",
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"Whisper": "yue",
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},
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},
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"Croatian":{
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"Croatia":"hr-HR",
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"Croatia":{
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"Google": "hr-HR",
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"Whisper": "hr",
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},
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},
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"Czech":{
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"Czech Republic":"cs-CZ",
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"Czech Republic":{
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"Google": "cs-CZ",
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"Whisper": "cs",
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},
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},
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"Danish":{
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"Denmark":"da-DK",
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"Denmark":{
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"Google": "da-DK",
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"Whisper": "da",
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},
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},
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"Dutch":{
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"Netherlands":"nl-NL",
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"Netherlands":{
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"Google": "nl-NL",
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"Whisper": "nl",
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},
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},
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"English": {
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"United States":"en-US",
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"United Kingdom":"en-GB",
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"Australia":"en-AU",
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"Canada":"en-CA",
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"India":"en-IN",
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"Ireland":"en-IE",
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"New Zealand":"en-NZ",
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"Philippines":"en-PH",
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"South Africa":"en-ZA",
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"United States":{
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"Google": "en-US",
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"Whisper": "en",
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},
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"United Kingdom":{
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"Google": "en-GB",
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"Whisper": "en",
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},
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"Australia":{
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"Google": "en-AU",
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"Whisper": "en",
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},
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"Canada":{
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"Google": "en-CA",
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"Whisper": "en",
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},
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"India":{
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"Google": "en-IN",
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"Whisper": "en",
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},
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"Ireland":{
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"Google": "en-IE",
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"Whisper": "en",
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},
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"New Zealand":{
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"Google": "en-NZ",
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"Whisper": "en",
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},
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"Philippines":{
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"Google": "en-PH",
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"Whisper": "en",
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},
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"South Africa":{
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"Google": "en-ZA",
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"Whisper": "en",
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},
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},
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"Filipino":{
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"Philippines":"fil-PH",
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"Philippines":{
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"Google": "fil-PH",
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"Whisper": "tl",
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},
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},
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"Finnish":{
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"Finland":"fi-FI",
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"Finland":{
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"Google": "fi-FI",
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"Whisper": "fi",
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},
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},
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"French":{
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"France":"fr-FR",
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"France":{
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"Google": "fr-FR",
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"Whisper": "fr",
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},
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},
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"Galician":{
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"Spain":"gl-ES",
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"Spain":{
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"Google": "gl-ES",
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"Whisper": "gl",
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},
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},
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"German":{
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"Germany":"de-DE",
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"Germany":{
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"Google": "de-DE",
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"Whisper": "de",
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},
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},
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"Greek":{
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"Greece":"el-GR",
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"Greece":{
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"Google": "el-GR",
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"Whisper": "el",
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},
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},
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"Hebrew":{
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"Israel":"he-IL",
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"Israel":{
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"Google": "he-IL",
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"Whisper": "he",
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},
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},
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"Hindi": {
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"India":"hi-IN",
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"India":{
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"Google": "hi-IN",
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"Whisper": "hi",
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},
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},
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"Hungarian":{
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"Hungary":"hu-HU",
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"Hungary":{
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"Google": "hu-HU",
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"Whisper": "hu",
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},
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},
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"Indonesian":{
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"Indonesia":"id-ID",
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"Indonesia":{
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"Google": "id-ID",
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"Whisper": "id",
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},
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},
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"Icelandic":{
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"Iceland":"is-IS",
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"Iceland":{
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"Google": "is-IS",
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"Whisper": "is",
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},
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},
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"Italian":{
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"Italy":"it-IT",
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"Switzerland":"it-CH",
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"Italy":{
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"Google": "it-IT",
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"Whisper": "it",
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},
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"Switzerland":{
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"Google": "it-CH",
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"Whisper": "it",
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},
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},
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"Japanese":{
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"Japan":"ja-JP",
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"Japan":{
|
||||
"Google": "ja-JP",
|
||||
"Whisper": "ja",
|
||||
},
|
||||
},
|
||||
"Korean":{
|
||||
"South Korea":"ko-KR",
|
||||
"South Korea":{
|
||||
"Google": "ko-KR",
|
||||
"Whisper": "ko",
|
||||
},
|
||||
},
|
||||
"Lithuanian":{
|
||||
"Lithuania":"lt-LT",
|
||||
"Lithuania":{
|
||||
"Google": "lt-LT",
|
||||
"Whisper": "lt",
|
||||
},
|
||||
},
|
||||
"Malay":{
|
||||
"Malaysia":"ms-MY",
|
||||
"Malaysia":{
|
||||
"Google": "ms-MY",
|
||||
"Whisper": "ms",
|
||||
},
|
||||
},
|
||||
"Norwegian":{
|
||||
"Norway":"nb-NO",
|
||||
"Norway":{
|
||||
"Google": "nb-NO",
|
||||
"Whisper": "no",
|
||||
},
|
||||
},
|
||||
"Persian":{
|
||||
"Iran":"fa-IR",
|
||||
"Iran":{
|
||||
"Google": "fa-IR",
|
||||
"Whisper": "fa",
|
||||
},
|
||||
},
|
||||
"Polish":{
|
||||
"Poland":"pl-PL",
|
||||
"Poland":{
|
||||
"Google": "pl-PL",
|
||||
"Whisper": "pl",
|
||||
},
|
||||
},
|
||||
"Portuguese":{
|
||||
"Brazil":"pt-BR",
|
||||
"Portugal":"pt-PT",
|
||||
"Brazil":{
|
||||
"Google": "pt-BR",
|
||||
"Whisper": "pt",
|
||||
},
|
||||
"Portugal":{
|
||||
"Google": "pt-PT",
|
||||
"Whisper": "pt",
|
||||
},
|
||||
},
|
||||
"Romanian":{
|
||||
"Romania":"ro-RO",
|
||||
"Romania":{
|
||||
"Google": "ro-RO",
|
||||
"Whisper": "ro",
|
||||
},
|
||||
},
|
||||
"Russian":{
|
||||
"Russia":"ru-RU",
|
||||
"Russia":{
|
||||
"Google": "ru-RU",
|
||||
"Whisper": "ru",
|
||||
},
|
||||
},
|
||||
"Serbian":{
|
||||
"Serbia":"sr-RS",
|
||||
"Serbia":{
|
||||
"Google": "sr-RS",
|
||||
"Whisper": "sr",
|
||||
},
|
||||
},
|
||||
"Slovak":{
|
||||
"Slovakia":"sk-SK",
|
||||
"Slovakia":{
|
||||
"Google": "sk-SK",
|
||||
"Whisper": "sk",
|
||||
},
|
||||
},
|
||||
"Slovenian":{
|
||||
"Slovenia":"sl-SI",
|
||||
"Slovenia":{
|
||||
"Google": "sl-SI",
|
||||
"Whisper": "sl",
|
||||
},
|
||||
},
|
||||
"Spanish":{
|
||||
"Argentina":"es-AR",
|
||||
"Bolivia":"es-BO",
|
||||
"Chile":"es-CL",
|
||||
"Colombia":"es-CO",
|
||||
"Costa Rica":"es-CR",
|
||||
"Dominican Republic":"es-DO",
|
||||
"Ecuador":"es-EC",
|
||||
"El Salvador":"es-SV",
|
||||
"Guatemala":"es-GT",
|
||||
"Honduras":"es-HN",
|
||||
"Mexico":"es-MX",
|
||||
"Nicaragua":"es-NI",
|
||||
"Panama":"es-PA",
|
||||
"Paraguay":"es-PY",
|
||||
"Peru":"es-PE",
|
||||
"Puerto Rico":"es-PR",
|
||||
"Spain":"es-ES",
|
||||
"Uruguay":"es-UY",
|
||||
"United States":"es-US",
|
||||
"Venezuela":"es-VE",
|
||||
"Argentina":{
|
||||
"Google": "es-AR",
|
||||
"Whisper": "es",
|
||||
},
|
||||
"Bolivia":{
|
||||
"Google": "es-BO",
|
||||
"Whisper": "es",
|
||||
},
|
||||
"Chile":{
|
||||
"Google": "es-CL",
|
||||
"Whisper": "es",
|
||||
},
|
||||
"Colombia":{
|
||||
"Google": "es-CO",
|
||||
"Whisper": "es",
|
||||
},
|
||||
"Costa Rica":{
|
||||
"Google": "es-CR",
|
||||
"Whisper": "es",
|
||||
},
|
||||
"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":{
|
||||
"Sweden":"sv-SE",
|
||||
"Sweden":{
|
||||
"Google": "sv-SE",
|
||||
"Whisper": "sv",
|
||||
},
|
||||
},
|
||||
"Thai":{
|
||||
"Thailand":"th-TH",
|
||||
"Thailand":{
|
||||
"Google": "th-TH",
|
||||
"Whisper": "th",
|
||||
},
|
||||
},
|
||||
"Turkish":{
|
||||
"Turkey":"tr-TR",
|
||||
"Turkey":{
|
||||
"Google": "tr-TR",
|
||||
"Whisper": "tr",
|
||||
},
|
||||
},
|
||||
"Ukrainian":{
|
||||
"Ukraine":"uk-UA",
|
||||
"Ukraine":{
|
||||
"Google": "uk-UA",
|
||||
"Whisper": "uk",
|
||||
},
|
||||
},
|
||||
"Vietnamese":{
|
||||
"Vietnam":"vi-VN",
|
||||
},
|
||||
"Zulu":{
|
||||
"South Africa":"zu-ZA"
|
||||
"Vietnam":{
|
||||
"Google": "vi-VN",
|
||||
"Whisper": "vi",
|
||||
},
|
||||
},
|
||||
}
|
||||
@@ -14,7 +14,7 @@ PHRASE_TIMEOUT = 3
|
||||
MAX_PHRASES = 10
|
||||
|
||||
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.phrase_timeout = phrase_timeout
|
||||
self.max_phrases = max_phrases
|
||||
@@ -30,47 +30,59 @@ class AudioTranscriber:
|
||||
"new_phrase": True,
|
||||
"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:
|
||||
audio, time_spoken = audio_queue.get()
|
||||
self.updateLastSampleAndPhraseStatus(audio, time_spoken)
|
||||
|
||||
text = ''
|
||||
try:
|
||||
# fd, path = tempfile.mkstemp(suffix=".wav")
|
||||
# os.close(fd)
|
||||
audio_data = self.audio_sources["process_data_func"]()
|
||||
text = self.audio_recognizer.recognize_google(audio_data, language=transcription_lang[language][country])
|
||||
# Whisperが使用できない場合はGoogle Speech-to-Textを使用する
|
||||
if recognizer == "Whisper":
|
||||
if self.whisper_model is None:
|
||||
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
|
||||
if isinstance(audio_data, torch.Tensor):
|
||||
audio_data = audio_data.detach().numpy()
|
||||
segments, _ = self.whisper_model.transcribe(
|
||||
audio_data,
|
||||
beam_size=5,
|
||||
temperature=0.0,
|
||||
log_prob_threshold=-0.8,
|
||||
no_speech_threshold=0.6,
|
||||
language="ja",
|
||||
word_timestamps=False,
|
||||
without_timestamps=True,
|
||||
task="transcribe",
|
||||
vad_filter=False,
|
||||
)
|
||||
_text = ""
|
||||
for s in segments:
|
||||
if s.avg_logprob < -0.8 or s.no_speech_prob > 0.6:
|
||||
continue
|
||||
_text += s.text
|
||||
print(_text)
|
||||
audio_data = self.audio_sources["process_data_func"]()
|
||||
match recognizer:
|
||||
case "Google":
|
||||
text = self.audio_recognizer.recognize_google(audio_data, language=transcription_lang[language][country][recognizer])
|
||||
case "Whisper":
|
||||
audio_data = np.frombuffer(audio_data.get_raw_data(convert_rate=16000, convert_width=2), np.int16).flatten().astype(np.float32) / 32768.0
|
||||
if isinstance(audio_data, torch.Tensor):
|
||||
audio_data = audio_data.detach().numpy()
|
||||
segments, _ = self.whisper_model.transcribe(
|
||||
audio_data,
|
||||
beam_size=5,
|
||||
temperature=0.0,
|
||||
log_prob_threshold=-0.8,
|
||||
no_speech_threshold=0.6,
|
||||
language=transcription_lang[language][country][recognizer],
|
||||
word_timestamps=False,
|
||||
without_timestamps=True,
|
||||
task="transcribe",
|
||||
vad_filter=False,
|
||||
)
|
||||
for s in segments:
|
||||
if s.avg_logprob < -0.8 or s.no_speech_prob > 0.6:
|
||||
continue
|
||||
text += s.text
|
||||
|
||||
except Exception:
|
||||
pass
|
||||
finally:
|
||||
pass
|
||||
# os.unlink(path)
|
||||
|
||||
if text != '':
|
||||
self.updateTranscript(text)
|
||||
|
||||
@@ -1,4 +1,8 @@
|
||||
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():
|
||||
devices = {}
|
||||
@@ -44,4 +48,38 @@ def getDefaultOutputDevice():
|
||||
if default_speakers["name"] in loopback["name"]:
|
||||
default_device = loopback
|
||||
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/"))
|
||||
4
view.py
4
view.py
@@ -280,7 +280,7 @@ class View():
|
||||
VAR_DESC_CTRANSLATE2_WEIGHT_TYPE=StringVar(value=i18n.t("config_window.ctranslate2_weight_type.desc")),
|
||||
DICT_CTRANSLATE2_WEIGHT_TYPE=self.getSelectableCtranslate2WeightTypeDict(),
|
||||
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_DESC_DEEPL_AUTH_KEY=StringVar(
|
||||
@@ -1069,7 +1069,7 @@ class View():
|
||||
self.view_variable.VAR_CTRANSLATE2_WEIGHT_TYPE.set(self.getSelectableCtranslate2WeightTypeDict()[selected_weight_type])
|
||||
|
||||
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)
|
||||
|
||||
|
||||
|
||||
Reference in New Issue
Block a user