File size: 2,491 Bytes
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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()
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