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| # Copyright 2022-2023 Xiaomi Corp. (authors: Fangjun Kuang) | |
| # | |
| # See LICENSE for clarification regarding multiple authors | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| from functools import lru_cache | |
| import sherpa_onnx | |
| from huggingface_hub import hf_hub_download | |
| def get_file( | |
| repo_id: str, | |
| filename: str, | |
| subfolder: str = ".", | |
| ) -> str: | |
| model_filename = hf_hub_download( | |
| repo_id=repo_id, | |
| filename=filename, | |
| subfolder=subfolder, | |
| ) | |
| return model_filename | |
| def _get_vits_vctk(repo_id: str, speed: float) -> sherpa_onnx.OfflineTts: | |
| assert repo_id == "csukuangfj/vits-vctk" | |
| model = get_file( | |
| repo_id=repo_id, | |
| filename="vits-vctk.onnx", | |
| subfolder=".", | |
| ) | |
| lexicon = get_file( | |
| repo_id=repo_id, | |
| filename="lexicon.txt", | |
| subfolder=".", | |
| ) | |
| tokens = get_file( | |
| repo_id=repo_id, | |
| filename="tokens.txt", | |
| subfolder=".", | |
| ) | |
| tts_config = sherpa_onnx.OfflineTtsConfig( | |
| model=sherpa_onnx.OfflineTtsModelConfig( | |
| vits=sherpa_onnx.OfflineTtsVitsModelConfig( | |
| model=model, | |
| lexicon=lexicon, | |
| tokens=tokens, | |
| length_scale=1.0 / speed, | |
| ), | |
| provider="cpu", | |
| debug=True, | |
| num_threads=2, | |
| ) | |
| ) | |
| tts = sherpa_onnx.OfflineTts(tts_config) | |
| return tts | |
| def _get_vits_ljs(repo_id: str, speed: float) -> sherpa_onnx.OfflineTts: | |
| assert repo_id == "csukuangfj/vits-ljs" | |
| model = get_file( | |
| repo_id=repo_id, | |
| filename="vits-ljs.onnx", | |
| subfolder=".", | |
| ) | |
| lexicon = get_file( | |
| repo_id=repo_id, | |
| filename="lexicon.txt", | |
| subfolder=".", | |
| ) | |
| tokens = get_file( | |
| repo_id=repo_id, | |
| filename="tokens.txt", | |
| subfolder=".", | |
| ) | |
| tts_config = sherpa_onnx.OfflineTtsConfig( | |
| model=sherpa_onnx.OfflineTtsModelConfig( | |
| vits=sherpa_onnx.OfflineTtsVitsModelConfig( | |
| model=model, | |
| lexicon=lexicon, | |
| tokens=tokens, | |
| length_scale=1.0 / speed, | |
| ), | |
| provider="cpu", | |
| debug=True, | |
| num_threads=2, | |
| ) | |
| ) | |
| tts = sherpa_onnx.OfflineTts(tts_config) | |
| return tts | |
| def _get_vits_piper(repo_id: str, speed: float) -> sherpa_onnx.OfflineTts: | |
| data_dir = "/tmp/espeak-ng-data" | |
| if "coqui" in repo_id: | |
| name = "model" | |
| else: | |
| n = len("vits-piper-") | |
| name = repo_id.split("/")[1][n:] | |
| if "vits-coqui-uk-mai" in repo_id: | |
| data_dir = "" | |
| model = get_file( | |
| repo_id=repo_id, | |
| filename=f"{name}.onnx", | |
| subfolder=".", | |
| ) | |
| tokens = get_file( | |
| repo_id=repo_id, | |
| filename="tokens.txt", | |
| subfolder=".", | |
| ) | |
| tts_config = sherpa_onnx.OfflineTtsConfig( | |
| model=sherpa_onnx.OfflineTtsModelConfig( | |
| vits=sherpa_onnx.OfflineTtsVitsModelConfig( | |
| model=model, | |
| lexicon="", | |
| data_dir=data_dir, | |
| tokens=tokens, | |
| length_scale=1.0 / speed, | |
| ), | |
| provider="cpu", | |
| debug=True, | |
| num_threads=2, | |
| ) | |
| ) | |
| tts = sherpa_onnx.OfflineTts(tts_config) | |
| return tts | |
| def _get_vits_zh_aishell3(repo_id: str, speed: float) -> sherpa_onnx.OfflineTts: | |
| assert repo_id == "csukuangfj/vits-zh-aishell3" | |
| model = get_file( | |
| repo_id=repo_id, | |
| filename="vits-aishell3.onnx", | |
| subfolder=".", | |
| ) | |
| lexicon = get_file( | |
| repo_id=repo_id, | |
| filename="lexicon.txt", | |
| subfolder=".", | |
| ) | |
| tokens = get_file( | |
| repo_id=repo_id, | |
| filename="tokens.txt", | |
| subfolder=".", | |
| ) | |
| rule_fst = get_file( | |
| repo_id=repo_id, | |
| filename="rule.fst", | |
| subfolder=".", | |
| ) | |
| tts_config = sherpa_onnx.OfflineTtsConfig( | |
| model=sherpa_onnx.OfflineTtsModelConfig( | |
| vits=sherpa_onnx.OfflineTtsVitsModelConfig( | |
| model=model, | |
| lexicon=lexicon, | |
| tokens=tokens, | |
| length_scale=1.0 / speed, | |
| ), | |
| provider="cpu", | |
| debug=True, | |
| num_threads=2, | |
| ), | |
| rule_fsts=rule_fst, | |
| ) | |
| tts = sherpa_onnx.OfflineTts(tts_config) | |
| return tts | |
| def _get_vits_hf(repo_id: str, speed: float) -> sherpa_onnx.OfflineTts: | |
| if "fanchen" in repo_id or "vits-cantonese-hf-xiaomaiiwn" in repo_id: | |
| model = repo_id.split("/")[-1] | |
| else: | |
| model = repo_id.split("-")[-1] | |
| model = get_file( | |
| repo_id=repo_id, | |
| filename=f"{model}.onnx", | |
| subfolder=".", | |
| ) | |
| lexicon = get_file( | |
| repo_id=repo_id, | |
| filename="lexicon.txt", | |
| subfolder=".", | |
| ) | |
| tokens = get_file( | |
| repo_id=repo_id, | |
| filename="tokens.txt", | |
| subfolder=".", | |
| ) | |
| rule_fst = get_file( | |
| repo_id=repo_id, | |
| filename="rule.fst", | |
| subfolder=".", | |
| ) | |
| tts_config = sherpa_onnx.OfflineTtsConfig( | |
| model=sherpa_onnx.OfflineTtsModelConfig( | |
| vits=sherpa_onnx.OfflineTtsVitsModelConfig( | |
| model=model, | |
| lexicon=lexicon, | |
| tokens=tokens, | |
| length_scale=1.0 / speed, | |
| ), | |
| provider="cpu", | |
| debug=True, | |
| num_threads=2, | |
| ), | |
| rule_fsts=rule_fst, | |
| ) | |
| tts = sherpa_onnx.OfflineTts(tts_config) | |
| return tts | |
| def get_pretrained_model(repo_id: str, speed: float) -> sherpa_onnx.OfflineTts: | |
| if repo_id in chinese_models: | |
| return chinese_models[repo_id](repo_id, speed) | |
| if repo_id in cantonese_models: | |
| return cantonese_models[repo_id](repo_id, speed) | |
| elif repo_id in english_models: | |
| return english_models[repo_id](repo_id, speed) | |
| elif repo_id in german_models: | |
| return german_models[repo_id](repo_id, speed) | |
| elif repo_id in spanish_models: | |
| return spanish_models[repo_id](repo_id, speed) | |
| elif repo_id in french_models: | |
| return french_models[repo_id](repo_id, speed) | |
| elif repo_id in ukrainian_models: | |
| return ukrainian_models[repo_id](repo_id, speed) | |
| elif repo_id in russian_models: | |
| return russian_models[repo_id](repo_id, speed) | |
| elif repo_id in arabic_models: | |
| return arabic_models[repo_id](repo_id, speed) | |
| elif repo_id in catalan_models: | |
| return catalan_models[repo_id](repo_id, speed) | |
| elif repo_id in czech_models: | |
| return czech_models[repo_id](repo_id, speed) | |
| elif repo_id in danish_models: | |
| return danish_models[repo_id](repo_id, speed) | |
| elif repo_id in greek_models: | |
| return greek_models[repo_id](repo_id, speed) | |
| elif repo_id in finnish_models: | |
| return finnish_models[repo_id](repo_id, speed) | |
| elif repo_id in hungarian_models: | |
| return hungarian_models[repo_id](repo_id, speed) | |
| elif repo_id in icelandic_models: | |
| return icelandic_models[repo_id](repo_id, speed) | |
| elif repo_id in italian_models: | |
| return italian_models[repo_id](repo_id, speed) | |
| elif repo_id in georgian_models: | |
| return georgian_models[repo_id](repo_id, speed) | |
| elif repo_id in kazakh_models: | |
| return kazakh_models[repo_id](repo_id, speed) | |
| elif repo_id in luxembourgish_models: | |
| return luxembourgish_models[repo_id](repo_id, speed) | |
| elif repo_id in nepali_models: | |
| return nepali_models[repo_id](repo_id, speed) | |
| elif repo_id in dutch_models: | |
| return dutch_models[repo_id](repo_id, speed) | |
| elif repo_id in norwegian_models: | |
| return norwegian_models[repo_id](repo_id, speed) | |
| elif repo_id in polish_models: | |
| return polish_models[repo_id](repo_id, speed) | |
| elif repo_id in portuguese_models: | |
| return portuguese_models[repo_id](repo_id, speed) | |
| elif repo_id in romanian_models: | |
| return romanian_models[repo_id](repo_id, speed) | |
| elif repo_id in slovak_models: | |
| return slovak_models[repo_id](repo_id, speed) | |
| elif repo_id in serbian_models: | |
| return serbian_models[repo_id](repo_id, speed) | |
| elif repo_id in swedish_models: | |
| return swedish_models[repo_id](repo_id, speed) | |
| elif repo_id in swahili_models: | |
| return swahili_models[repo_id](repo_id, speed) | |
| elif repo_id in turkish_models: | |
| return turkish_models[repo_id](repo_id, speed) | |
| elif repo_id in vietnamese_models: | |
| return vietnamese_models[repo_id](repo_id, speed) | |
| else: | |
| raise ValueError(f"Unsupported repo_id: {repo_id}") | |
| cantonese_models = { | |
| "csukuangfj/vits-cantonese-hf-xiaomaiiwn": _get_vits_hf, | |
| } | |
| chinese_models = { | |
| "csukuangfj/vits-piper-zh_CN-huayan-medium": _get_vits_piper, | |
| "csukuangfj/vits-zh-hf-theresa": _get_vits_hf, | |
| "csukuangfj/vits-zh-hf-eula": _get_vits_hf, | |
| "csukuangfj/vits-zh-hf-echo": _get_vits_hf, | |
| "csukuangfj/vits-zh-hf-bronya": _get_vits_hf, | |
| "csukuangfj/vits-zh-aishell3": _get_vits_zh_aishell3, | |
| "csukuangfj/vits-zh-hf-fanchen-wnj": _get_vits_hf, | |
| "csukuangfj/vits-zh-hf-fanchen-C": _get_vits_hf, | |
| "csukuangfj/vits-zh-hf-fanchen-ZhiHuiLaoZhe": _get_vits_hf, | |
| "csukuangfj/vits-zh-hf-fanchen-ZhiHuiLaoZhe_new": _get_vits_hf, | |
| "csukuangfj/vits-zh-hf-fanchen-unity": _get_vits_hf, | |
| "csukuangfj/vits-zh-hf-doom": _get_vits_hf, | |
| "csukuangfj/vits-zh-hf-zenyatta": _get_vits_hf, # 804 | |
| "csukuangfj/vits-zh-hf-abyssinvoker": _get_vits_hf, | |
| "csukuangfj/vits-zh-hf-keqing": _get_vits_hf, | |
| # "csukuangfj/vits-piper-zh_CN-huayan-x_low": _get_vits_piper, | |
| } | |
| english_models = { | |
| # coqui-ai | |
| "csukuangfj/vits-coqui-en-ljspeech": _get_vits_piper, | |
| "csukuangfj/vits-coqui-en-ljspeech-neon": _get_vits_piper, | |
| "csukuangfj/vits-coqui-en-vctk": _get_vits_piper, | |
| # piper, US | |
| "csukuangfj/vits-piper-en_GB-sweetbbak-amy": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_US-amy-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_US-amy-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_US-arctic-medium": _get_vits_piper, # 18 speakers | |
| "csukuangfj/vits-piper-en_US-danny-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_US-hfc_male-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_US-joe-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_US-kathleen-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_US-kusal-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_US-l2arctic-medium": _get_vits_piper, # 24 speakers | |
| "csukuangfj/vits-piper-en_US-lessac-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_US-lessac-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_US-lessac-high": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_US-libritts-high": _get_vits_piper, # 904 speakers | |
| "csukuangfj/vits-piper-en_US-libritts_r-medium": _get_vits_piper, # 904 speakers | |
| "csukuangfj/vits-piper-en_US-ryan-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_US-ryan-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_US-ryan-high": _get_vits_piper, | |
| # piper, GB | |
| "csukuangfj/vits-piper-en_GB-alan-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_GB-alan-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_GB-alba-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_GB-jenny_dioco-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_GB-northern_english_male-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_GB-semaine-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_GB-southern_english_female-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-en_GB-vctk-medium": _get_vits_piper, | |
| # | |
| "csukuangfj/vits-vctk": _get_vits_vctk, # 109 speakers | |
| "csukuangfj/vits-ljs": _get_vits_ljs, | |
| } | |
| german_models = { | |
| "csukuangfj/vits-piper-de_DE-eva_k-x_low": _get_vits_piper, | |
| "csukuangfj/vits-piper-de_DE-karlsson-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-de_DE-kerstin-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-de_DE-pavoque-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-de_DE-ramona-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-de_DE-thorsten-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-de_DE-thorsten-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-de_DE-thorsten-high": _get_vits_piper, | |
| "csukuangfj/vits-piper-de_DE-thorsten_emotional-medium": _get_vits_piper, # 8 speakers | |
| } | |
| spanish_models = { | |
| "csukuangfj/vits-piper-es_ES-carlfm-x_low": _get_vits_piper, | |
| "csukuangfj/vits-piper-es_ES-davefx-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-es_ES-mls_10246-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-es_ES-mls_9972-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-es_ES-sharvard-medium": _get_vits_piper, # 2 speakers | |
| "csukuangfj/vits-piper-es_MX-ald-medium": _get_vits_piper, | |
| } | |
| french_models = { | |
| # "csukuangfj/vits-piper-fr_FR-gilles-low": _get_vits_piper, | |
| # "csukuangfj/vits-piper-fr_FR-mls_1840-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-fr_FR-upmc-medium": _get_vits_piper, # 2 speakers, 0-femal, 1-male | |
| "csukuangfj/vits-piper-fr_FR-siwis-low": _get_vits_piper, # female | |
| "csukuangfj/vits-piper-fr_FR-siwis-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-fr_FR-tjiho-model1": _get_vits_piper, | |
| "csukuangfj/vits-piper-fr_FR-tjiho-model2": _get_vits_piper, | |
| "csukuangfj/vits-piper-fr_FR-tjiho-model3": _get_vits_piper, | |
| } | |
| ukrainian_models = { | |
| "csukuangfj/vits-piper-uk_UA-lada-x_low": _get_vits_piper, | |
| "csukuangfj/vits-coqui-uk-mai": _get_vits_piper, | |
| # "csukuangfj/vits-piper-uk_UA-ukrainian_tts-medium": _get_vits_piper, # does not work somehow | |
| } | |
| russian_models = { | |
| "csukuangfj/vits-piper-ru_RU-denis-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-ru_RU-dmitri-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-ru_RU-irina-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-ru_RU-ruslan-medium": _get_vits_piper, | |
| } | |
| arabic_models = { | |
| "csukuangfj/vits-piper-ar_JO-kareem-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-ar_JO-kareem-medium": _get_vits_piper, | |
| } | |
| catalan_models = { | |
| "csukuangfj/vits-piper-ca_ES-upc_ona-x_low": _get_vits_piper, | |
| "csukuangfj/vits-piper-ca_ES-upc_ona-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-ca_ES-upc_pau-x_low": _get_vits_piper, | |
| } | |
| czech_models = { | |
| "csukuangfj/vits-piper-cs_CZ-jirka-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-cs_CZ-jirka-medium": _get_vits_piper, | |
| } | |
| danish_models = { | |
| "csukuangfj/vits-piper-da_DK-talesyntese-medium": _get_vits_piper, | |
| } | |
| greek_models = { | |
| "csukuangfj/vits-piper-el_GR-rapunzelina-low": _get_vits_piper, | |
| } | |
| finnish_models = { | |
| "csukuangfj/vits-piper-fi_FI-harri-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-fi_FI-harri-medium": _get_vits_piper, | |
| } | |
| hungarian_models = { | |
| "csukuangfj/vits-piper-hu_HU-anna-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-hu_HU-berta-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-hu_HU-imre-medium": _get_vits_piper, | |
| } | |
| icelandic_models = { | |
| "csukuangfj/vits-piper-is_IS-bui-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-is_IS-salka-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-is_IS-steinn-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-is_IS-ugla-medium": _get_vits_piper, | |
| } | |
| italian_models = { | |
| "csukuangfj/vits-piper-it_IT-riccardo-x_low": _get_vits_piper, | |
| } | |
| georgian_models = { | |
| "csukuangfj/vits-piper-ka_GE-natia-medium": _get_vits_piper, | |
| } | |
| kazakh_models = { | |
| "csukuangfj/vits-piper-kk_KZ-iseke-x_low": _get_vits_piper, | |
| "csukuangfj/vits-piper-kk_KZ-issai-high": _get_vits_piper, | |
| "csukuangfj/vits-piper-kk_KZ-raya-x_low": _get_vits_piper, | |
| } | |
| luxembourgish_models = { | |
| "csukuangfj/vits-piper-lb_LU-marylux-medium": _get_vits_piper, | |
| } | |
| nepali_models = { | |
| "csukuangfj/vits-piper-ne_NP-google-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-ne_NP-google-x_low": _get_vits_piper, | |
| } | |
| dutch_models = { | |
| "csukuangfj/vits-piper-nl_BE-nathalie-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-nl_BE-nathalie-x_low": _get_vits_piper, | |
| "csukuangfj/vits-piper-nl_BE-rdh-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-nl_BE-rdh-x_low": _get_vits_piper, | |
| "csukuangfj/vits-piper-nl_NL-mls_5809-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-nl_NL-mls_7432-low": _get_vits_piper, | |
| } | |
| norwegian_models = { | |
| "csukuangfj/vits-piper-no_NO-talesyntese-medium": _get_vits_piper, | |
| } | |
| polish_models = { | |
| "csukuangfj/vits-piper-pl_PL-darkman-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-pl_PL-gosia-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-pl_PL-mc_speech-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-pl_PL-mls_6892-low": _get_vits_piper, | |
| } | |
| portuguese_models = { | |
| "csukuangfj/vits-piper-pt_BR-edresson-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-pt_BR-faber-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-pt_PT-tugao-medium": _get_vits_piper, | |
| } | |
| romanian_models = { | |
| "csukuangfj/vits-piper-ro_RO-mihai-medium": _get_vits_piper, | |
| } | |
| slovak_models = { | |
| "csukuangfj/vits-piper-sk_SK-lili-medium": _get_vits_piper, | |
| } | |
| serbian_models = { | |
| "csukuangfj/vits-piper-sr_RS-serbski_institut-medium": _get_vits_piper, | |
| } | |
| swedish_models = { | |
| "csukuangfj/vits-piper-sv_SE-nst-medium": _get_vits_piper, | |
| } | |
| swahili_models = { | |
| "csukuangfj/vits-piper-sw_CD-lanfrica-medium": _get_vits_piper, | |
| } | |
| turkish_models = { | |
| "csukuangfj/vits-piper-tr_TR-dfki-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-tr_TR-fahrettin-medium": _get_vits_piper, | |
| } | |
| vietnamese_models = { | |
| "csukuangfj/vits-piper-vi_VN-25hours_single-low": _get_vits_piper, | |
| "csukuangfj/vits-piper-vi_VN-vais1000-medium": _get_vits_piper, | |
| "csukuangfj/vits-piper-vi_VN-vivos-x_low": _get_vits_piper, | |
| } | |
| language_to_models = { | |
| "English": list(english_models.keys()), | |
| "Chinese (Mandarin, 普通话)": list(chinese_models.keys()), | |
| "Cantonese (粤语)": list(cantonese_models.keys()), | |
| "Arabic": list(arabic_models.keys()), | |
| "Catalan": list(catalan_models.keys()), | |
| "Czech": list(czech_models.keys()), | |
| "Danish": list(danish_models.keys()), | |
| "Dutch": list(dutch_models.keys()), | |
| "Finnish": list(finnish_models.keys()), | |
| "French": list(french_models.keys()), | |
| "Georgian": list(georgian_models.keys()), | |
| "German": list(german_models.keys()), | |
| "Greek": list(greek_models.keys()), | |
| "Hungarian": list(hungarian_models.keys()), | |
| "Icelandic": list(icelandic_models.keys()), | |
| "Italian": list(italian_models.keys()), | |
| "Kazakh": list(kazakh_models.keys()), | |
| "Luxembourgish": list(luxembourgish_models.keys()), | |
| "Nepali": list(nepali_models.keys()), | |
| "Norwegian": list(norwegian_models.keys()), | |
| "Polish": list(polish_models.keys()), | |
| "Portuguese": list(portuguese_models.keys()), | |
| "Romanian": list(romanian_models.keys()), | |
| "Russian": list(russian_models.keys()), | |
| "Serbian": list(serbian_models.keys()), | |
| "Slovak": list(slovak_models.keys()), | |
| "Spanish": list(spanish_models.keys()), | |
| "Swahili": list(swahili_models.keys()), | |
| "Swedish": list(swedish_models.keys()), | |
| "Turkish": list(turkish_models.keys()), | |
| "Ukrainian": list(ukrainian_models.keys()), | |
| "Vietnamese": list(vietnamese_models.keys()), | |
| } | |