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| import infer_web | |
| import wget | |
| import os | |
| import scipy.io.wavfile as wavfile | |
| from utils import model | |
| import validators | |
| from myutils import delete_files | |
| class Inference: | |
| inference_cont = 0 | |
| def __init__( | |
| self, | |
| model_name=None, | |
| source_audio_path=None, | |
| output_file_name=None, | |
| feature_index_path="", | |
| f0_file=None, | |
| speaker_id=0, | |
| transposition=0, | |
| f0_method="harvest", | |
| crepe_hop_length=160, | |
| harvest_median_filter=3, | |
| resample=0, | |
| mix=1, | |
| feature_ratio=0.78, | |
| protection_amnt=0.33, | |
| protect1=False | |
| ): | |
| Inference.inference_cont += 1 | |
| self._model_name = model_name | |
| self._source_audio_path = source_audio_path | |
| self._output_file_name = output_file_name | |
| self._feature_index_path = feature_index_path | |
| self._f0_file = f0_file | |
| self._speaker_id = speaker_id | |
| self._transposition = transposition | |
| self._f0_method = f0_method | |
| self._crepe_hop_length = crepe_hop_length | |
| self._harvest_median_filter = harvest_median_filter | |
| self._resample = resample | |
| self._mix = mix | |
| self._feature_ratio = feature_ratio | |
| self._protection_amnt = protection_amnt | |
| self._protect1 = protect1 | |
| self._id = Inference.inference_cont | |
| if not os.path.exists("./hubert_base.pt"): | |
| wget.download( | |
| "https://huggingface.co/lj1995/VoiceConversionWebUI/resolve/main/hubert_base.pt", out="./hubert_base.pt") | |
| if not os.path.exists("./rmvpe.pt"): | |
| wget.download( | |
| "https://huggingface.co/lj1995/VoiceConversionWebUI/resolve/main/rmvpe.pt", out="./rmvpe.pt" | |
| ) | |
| def id(self): | |
| return self._id | |
| def id(self, id): | |
| self._id = id | |
| def audio(self): | |
| return self._audio | |
| def audio_file(self, audio): | |
| self._audio_file = audio | |
| def model_name(self): | |
| return self._model_name | |
| def model_name(self, model_name): | |
| self._model_name = model_name | |
| def source_audio_path(self): | |
| return self._source_audio_path | |
| def source_audio_path(self, source_audio_path): | |
| if not self._output_file_name: | |
| self._output_file_name = os.path.join("./audio-outputs", os.path.basename(source_audio_path)) | |
| self._source_audio_path = source_audio_path | |
| def output_file_name(self): | |
| return self._output_file_name | |
| def output_file_name(self, output_file_name): | |
| self._output_file_name = output_file_name | |
| def feature_index_path(self): | |
| return self._feature_index_path | |
| def feature_index_path(self, feature_index_path): | |
| self._feature_index_path = feature_index_path | |
| def f0_file(self): | |
| return self._f0_file | |
| def f0_file(self, f0_file): | |
| self._f0_file = f0_file | |
| def speaker_id(self): | |
| return self._speaker_id | |
| def speaker_id(self, speaker_id): | |
| self._speaker_id = speaker_id | |
| def transposition(self): | |
| return self._transposition | |
| def transposition(self, transposition): | |
| self._transposition = transposition | |
| def f0_method(self): | |
| return self._f0_method | |
| def f0_method(self, f0_method): | |
| self._f0_method = f0_method | |
| def crepe_hop_length(self): | |
| return self._crepe_hop_length | |
| def crepe_hop_length(self, crepe_hop_length): | |
| self._crepe_hop_length = crepe_hop_length | |
| def harvest_median_filter(self): | |
| return self._harvest_median_filter | |
| def harvest_median_filter(self, harvest_median_filter): | |
| self._harvest_median_filter = harvest_median_filter | |
| def resample(self): | |
| return self._resample | |
| def resample(self, resample): | |
| self._resample = resample | |
| def mix(self): | |
| return self._mix | |
| def mix(self, mix): | |
| self._mix = mix | |
| def feature_ratio(self): | |
| return self._feature_ratio | |
| def feature_ratio(self, feature_ratio): | |
| self._feature_ratio = feature_ratio | |
| def protection_amnt(self): | |
| return self._protection_amnt | |
| def protection_amnt(self, protection_amnt): | |
| self._protection_amnt = protection_amnt | |
| def protect1(self): | |
| return self._protect1 | |
| def protect1(self, protect1): | |
| self._protect1 = protect1 | |
| def run(self): | |
| current_dir = os.getcwd() | |
| modelname = model.model_downloader( | |
| self._model_name, "./zips/", "./weights/") | |
| if not modelname: | |
| return "No se ha podido descargar el modelo, intenta con otro enlace o intentalo más tarde." | |
| model_info = model.get_model(os.path.join(current_dir, 'weights') , modelname) | |
| if not model_info: | |
| return "No se encontrado un modelo valido, verifica el contenido del enlace e intentalo más tarde." | |
| if not model_info.get('pth'): | |
| return "No se encontrado un modelo valido, verifica el contenido del enlace e intentalo más tarde." | |
| index = model_info.get('index', '') | |
| pth = model_info.get('pth', None) | |
| infer_web.get_vc(pth) | |
| conversion_data = infer_web.vc_single( | |
| self.speaker_id, | |
| self.source_audio_path, | |
| self.source_audio_path, | |
| self.transposition, | |
| self.f0_file, | |
| self.f0_method, | |
| index, | |
| index, | |
| self.feature_ratio, | |
| self.harvest_median_filter, | |
| self.resample, | |
| self.mix, | |
| self.protection_amnt, | |
| self.crepe_hop_length, | |
| ) | |
| if "Success." in conversion_data[0]: | |
| wavfile.write( | |
| "%s/%s" % ("audio-outputs",os.path.basename(self._output_file_name)), | |
| conversion_data[1][0], | |
| conversion_data[1][1], | |
| ) | |
| return({ | |
| "success": True, | |
| "file": self._output_file_name | |
| }) | |
| else: | |
| return({ | |
| "success": False, | |
| "file": self._output_file_name | |
| }) | |
| #print(conversion_data[0]) |