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Update app.py
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app.py
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@@ -8,6 +8,8 @@ import subprocess
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import logging
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from typing import Optional, Tuple
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import re
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# Configure logging
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logging.basicConfig(level=logging.INFO)
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@@ -30,12 +32,19 @@ class SubtitleTranslator:
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if self.translator is None:
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logger.info("Loading translation model...")
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# Use a lightweight translation model
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def extract_audio(self, video_path: str) -> str:
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"""Extract audio from video file"""
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@@ -80,32 +89,16 @@ class SubtitleTranslator:
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if source_lang == "en":
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return text
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#
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result
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return result[0]['translation_text']
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# Process in chunks
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sentences = re.split(r'[.!?]+', text)
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translated_chunks = []
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current_chunk = ""
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else
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result = self.translator(current_chunk.strip(), max_length=512)
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translated_chunks.append(result[0]['translation_text'])
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current_chunk = sentence + ". "
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if current_chunk:
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result = self.translator(current_chunk.strip(), max_length=512)
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translated_chunks.append(result[0]['translation_text'])
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return " ".join(translated_chunks)
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except Exception as e:
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logger.error(f"Translation failed: {e}")
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return text # Return original if translation fails
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@@ -294,8 +287,4 @@ def create_interface():
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# Launch the app
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if __name__ == "__main__":
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demo = create_interface()
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demo.launch(
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server_name="0.0.0.0",
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server_port=7860,
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share=true
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)
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import logging
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from typing import Optional, Tuple
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import re
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import warnings
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warnings.filterwarnings("ignore")
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# Configure logging
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logging.basicConfig(level=logging.INFO)
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if self.translator is None:
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logger.info("Loading translation model...")
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# Use a lightweight translation model
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try:
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self.translator = pipeline(
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"translation",
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model="Helsinki-NLP/opus-mt-mul-en",
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device=0 if self.device == "cuda" else -1
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)
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except Exception as e:
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logger.warning(f"Failed to load Helsinki model, using Facebook model: {e}")
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self.translator = pipeline(
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"translation",
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model="facebook/m2m100_418M",
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device=0 if self.device == "cuda" else -1
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)
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def extract_audio(self, video_path: str) -> str:
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"""Extract audio from video file"""
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if source_lang == "en":
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return text
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# For Helsinki model, use direct translation
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if "Helsinki" in str(type(self.translator.model)):
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result = self.translator(text)
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return result[0]['translation_text'] if result else text
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# For M2M100 model, specify target language
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else:
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result = self.translator(text, forced_bos_token_id=self.translator.tokenizer.get_lang_id("en"))
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return result[0]['translation_text'] if result else text
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except Exception as e:
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logger.error(f"Translation failed: {e}")
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return text # Return original if translation fails
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# Launch the app
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if __name__ == "__main__":
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demo = create_interface()
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demo.launch(share=True)
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