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from typing import Optional
import os
from modules.utils.paths import (FASTER_WHISPER_MODELS_DIR, DIARIZATION_MODELS_DIR, OUTPUT_DIR,
INSANELY_FAST_WHISPER_MODELS_DIR, WHISPER_MODELS_DIR)
from modules.whisper.faster_whisper_inference import FasterWhisperInference
from modules.whisper.whisper_Inference import WhisperInference
from modules.whisper.insanely_fast_whisper_inference import InsanelyFastWhisperInference
from modules.whisper.whisper_base import WhisperBase
class WhisperFactory:
@staticmethod
def create_whisper_inference(
whisper_type: str,
whisper_model_dir: str = WHISPER_MODELS_DIR,
faster_whisper_model_dir: str = FASTER_WHISPER_MODELS_DIR,
insanely_fast_whisper_model_dir: str = INSANELY_FAST_WHISPER_MODELS_DIR,
diarization_model_dir: str = DIARIZATION_MODELS_DIR,
output_dir: str = OUTPUT_DIR,
) -> "WhisperBase":
"""
Create a whisper inference class based on the provided whisper_type.
Parameters
----------
whisper_type : str
The type of Whisper implementation to use. Supported values (case-insensitive):
- "faster-whisper": https://github.com/openai/whisper
- "whisper": https://github.com/openai/whisper
- "insanely-fast-whisper": https://github.com/Vaibhavs10/insanely-fast-whisper
whisper_model_dir : str
Directory path for the Whisper model.
faster_whisper_model_dir : str
Directory path for the Faster Whisper model.
insanely_fast_whisper_model_dir : str
Directory path for the Insanely Fast Whisper model.
diarization_model_dir : str
Directory path for the diarization model.
output_dir : str
Directory path where output files will be saved.
Returns
-------
WhisperBase
An instance of the appropriate whisper inference class based on the whisper_type.
"""
# Temporal fix of the bug : https://github.com/jhj0517/Whisper-WebUI/issues/144
os.environ['KMP_DUPLICATE_LIB_OK'] = 'True'
whisper_type = whisper_type.lower().strip()
faster_whisper_typos = ["faster_whisper", "faster-whisper", "fasterwhisper"]
whisper_typos = ["whisper"]
insanely_fast_whisper_typos = [
"insanely_fast_whisper", "insanely-fast-whisper", "insanelyfastwhisper",
"insanely_faster_whisper", "insanely-faster-whisper", "insanelyfasterwhisper"
]
if whisper_type in faster_whisper_typos:
return FasterWhisperInference(
model_dir=faster_whisper_model_dir,
output_dir=output_dir,
diarization_model_dir=diarization_model_dir
)
elif whisper_type in whisper_typos:
return WhisperInference(
model_dir=whisper_model_dir,
output_dir=output_dir,
diarization_model_dir=diarization_model_dir
)
elif whisper_type in insanely_fast_whisper_typos:
return InsanelyFastWhisperInference(
model_dir=insanely_fast_whisper_model_dir,
output_dir=output_dir,
diarization_model_dir=diarization_model_dir
)
else:
return FasterWhisperInference(
model_dir=faster_whisper_model_dir,
output_dir=output_dir,
diarization_model_dir=diarization_model_dir
)
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