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from typing import Optional |
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import os |
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from modules.utils.paths import (FASTER_WHISPER_MODELS_DIR, DIARIZATION_MODELS_DIR, OUTPUT_DIR, |
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INSANELY_FAST_WHISPER_MODELS_DIR, WHISPER_MODELS_DIR, UVR_MODELS_DIR) |
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from modules.whisper.faster_whisper_inference import FasterWhisperInference |
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from modules.whisper.whisper_Inference import WhisperInference |
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from modules.whisper.insanely_fast_whisper_inference import InsanelyFastWhisperInference |
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from modules.whisper.whisper_base import WhisperBase |
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class WhisperFactory: |
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@staticmethod |
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def create_whisper_inference( |
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whisper_type: str, |
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whisper_model_dir: str = WHISPER_MODELS_DIR, |
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faster_whisper_model_dir: str = FASTER_WHISPER_MODELS_DIR, |
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insanely_fast_whisper_model_dir: str = INSANELY_FAST_WHISPER_MODELS_DIR, |
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diarization_model_dir: str = DIARIZATION_MODELS_DIR, |
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uvr_model_dir: str = UVR_MODELS_DIR, |
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output_dir: str = OUTPUT_DIR, |
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) -> "WhisperBase": |
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""" |
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Create a whisper inference class based on the provided whisper_type. |
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Parameters |
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---------- |
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whisper_type : str |
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The type of Whisper implementation to use. Supported values (case-insensitive): |
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- "faster-whisper": https://github.com/openai/whisper |
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- "whisper": https://github.com/openai/whisper |
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- "insanely-fast-whisper": https://github.com/Vaibhavs10/insanely-fast-whisper |
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whisper_model_dir : str |
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Directory path for the Whisper model. |
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faster_whisper_model_dir : str |
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Directory path for the Faster Whisper model. |
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insanely_fast_whisper_model_dir : str |
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Directory path for the Insanely Fast Whisper model. |
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diarization_model_dir : str |
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Directory path for the diarization model. |
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uvr_model_dir : str |
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Directory path for the UVR model. |
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output_dir : str |
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Directory path where output files will be saved. |
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Returns |
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------- |
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WhisperBase |
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An instance of the appropriate whisper inference class based on the whisper_type. |
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""" |
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os.environ['KMP_DUPLICATE_LIB_OK'] = 'True' |
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whisper_type = whisper_type.lower().strip() |
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faster_whisper_typos = ["faster_whisper", "faster-whisper", "fasterwhisper"] |
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whisper_typos = ["whisper"] |
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insanely_fast_whisper_typos = [ |
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"insanely_fast_whisper", "insanely-fast-whisper", "insanelyfastwhisper", |
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"insanely_faster_whisper", "insanely-faster-whisper", "insanelyfasterwhisper" |
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] |
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if whisper_type in faster_whisper_typos: |
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return FasterWhisperInference( |
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model_dir=faster_whisper_model_dir, |
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output_dir=output_dir, |
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diarization_model_dir=diarization_model_dir, |
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uvr_model_dir=uvr_model_dir |
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) |
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elif whisper_type in whisper_typos: |
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return WhisperInference( |
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model_dir=whisper_model_dir, |
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output_dir=output_dir, |
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diarization_model_dir=diarization_model_dir, |
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uvr_model_dir=uvr_model_dir |
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) |
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elif whisper_type in insanely_fast_whisper_typos: |
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return InsanelyFastWhisperInference( |
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model_dir=insanely_fast_whisper_model_dir, |
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output_dir=output_dir, |
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diarization_model_dir=diarization_model_dir, |
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uvr_model_dir=uvr_model_dir |
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) |
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else: |
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return FasterWhisperInference( |
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model_dir=faster_whisper_model_dir, |
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output_dir=output_dir, |
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diarization_model_dir=diarization_model_dir, |
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uvr_model_dir=uvr_model_dir |
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) |
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