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transcription_handler.py
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58 lines (48 loc) · 2.19 KB
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import whisper
import logging
import os
from typing import Optional
class TranscriptionHandler:
def __init__(self, model_name: str = "base", language: str = "en"):
self.model_name = model_name
self.language = language
self.model: Optional[whisper.Whisper] = None
self.logger = logging.getLogger(__name__)
def load_model(self) -> bool:
try:
self.logger.info(f"Loading Whisper model: {self.model_name}")
self.model = whisper.load_model(self.model_name)
self.logger.info("Whisper model loaded successfully")
return True
except Exception as e:
self.logger.error(f"Failed to load Whisper model: {e}")
return False
def transcribe_audio(self, audio_file_path: str) -> Optional[str]:
if not self.model:
self.logger.error("Whisper model not loaded")
return None
if not os.path.exists(audio_file_path):
self.logger.error(f"Audio file not found: {audio_file_path}")
return None
try:
self.logger.info(f"Starting transcription (language: {self.language})...")
result = self.model.transcribe(audio_file_path, language=self.language)
transcribed_text = result.get("text", "").strip()
if not transcribed_text:
self.logger.warning("Transcription resulted in empty text")
return None
self.logger.info(f"Transcription completed: '{transcribed_text}'")
return transcribed_text
except Exception as e:
self.logger.error(f"Transcription failed: {e}")
return None
finally:
# Clean up the audio file for privacy
try:
if os.path.exists(audio_file_path):
os.remove(audio_file_path)
self.logger.info(f"Audio file deleted for privacy: {audio_file_path}")
except Exception as e:
self.logger.error(f"Failed to delete audio file: {e}")
def is_model_loaded(self) -> bool:
return self.model is not None