""" Multilingual Processing Module """ import time import re class MultilingualProcessor: def __init__(self): self.initialized = False self.supported_languages = ['english', 'luganda'] self.translation_models = {} def initialize(self): """Initialize multilingual processor""" print("Initializing Multilingual Processing Module...") time.sleep(1) # Simulate initialization self.initialized = True print("Multilingual Processing Module initialized successfully") def process(self, text): """Process text in multiple languages""" if not self.initialized or not text: return text # Detect language (simplified) processed_text = self.normalize_text(text) # Apply language-specific processing if self.is_luganda(text): processed_text = self.process_luganda(text) else: processed_text = self.process_english(text) return processed_text ... def normalize_text(self, text): ... """Normalize text for processing""" ... # Remove extra whitespace ... text = re.sub(r'\s+', ' ', text.strip()) ... return text ... ... def is_luganda(self, text): ... """Simple Luganda detection""" ... luganda_indicators = ['naye', 'bwe', 'kye', 'gye', 'mwe', 'bwekiri'] ... text_lower = text.lower() ... ... for indicator in luganda_indicators: ... if indicator in text_lower: ... return True ... ... return False ... ... def process_luganda(self, text): ... """Process Luganda text""" ... # Simple Luganda processing ... processed = text ... ... # Replace common Luganda patterns with English equivalents for analysis ... replacements = { ... 'naye': 'but', ... 'bwe': 'when', ... 'kye': 'what', ... 'gye': 'where' ... } ... ... for luganda_word, english_word in replacements.items(): ... processed = processed.replace(luganda_word, english_word) ... ... return processed ... ... def process_english(self, text): ... """Process English text""" ... # Simple English processing ... return text.strip()