generated/multilingual.py

"""
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()