|  |  | 
					
						
						|  |  | 
					
						
						|  | from typing import List, Tuple, Dict, Optional | 
					
						
						|  | import re | 
					
						
						|  |  | 
					
						
						|  | History = List[Tuple[str, str]] | 
					
						
						|  | Messages = List[Dict[str, str]] | 
					
						
						|  |  | 
					
						
						|  | def history_to_messages(history: History, system: str) -> Messages: | 
					
						
						|  | messages = [{'role': 'system', 'content': system}] | 
					
						
						|  | for user_msg, assistant_msg in history: | 
					
						
						|  | messages.extend([ | 
					
						
						|  | {'role': 'user', 'content': user_msg}, | 
					
						
						|  | {'role': 'assistant', 'content': assistant_msg} | 
					
						
						|  | ]) | 
					
						
						|  | return messages | 
					
						
						|  |  | 
					
						
						|  | def history_to_chatbot_messages(history: History) -> List[Dict[str, str]]: | 
					
						
						|  | return [{'role': role, 'content': content} | 
					
						
						|  | for user_msg, assistant_msg in history | 
					
						
						|  | for role, content in [('user', user_msg), ('assistant', assistant_msg)]] | 
					
						
						|  |  | 
					
						
						|  | def remove_code_block(text: str) -> str: | 
					
						
						|  | match = re.search(r'```(?:\w+)?\n(.+?)```', text, re.DOTALL) | 
					
						
						|  | return match.group(1).strip() if match else text | 
					
						
						|  |  | 
					
						
						|  | def parse_transformers_js_output(text: str) -> Dict[str, str]: | 
					
						
						|  | files = {'index.html': '', 'index.js': '', 'style.css': ''} | 
					
						
						|  | for ext in files.keys(): | 
					
						
						|  | pattern = rf'```{ext.split(".")[1]}\s*\n(.+?)\n```' | 
					
						
						|  | match = re.search(pattern, text, re.DOTALL | re.IGNORECASE) | 
					
						
						|  | if match: | 
					
						
						|  | files[ext] = match.group(1).strip() | 
					
						
						|  | return files | 
					
						
						|  |  | 
					
						
						|  | def format_transformers_js_output(files: Dict[str, str]) -> str: | 
					
						
						|  | return '\n\n'.join(f'=== {name} ===\n{content}' for name, content in files.items()) | 
					
						
						|  |  | 
					
						
						|  | def apply_search_replace_changes(original: str, changes: str) -> str: | 
					
						
						|  | search_pattern = r'<<<<<< SEARCH\n(.+?)\n=======\n(.+?)\n>>>>>>> REPLACE' | 
					
						
						|  | for search, replace in re.findall(search_pattern, changes, re.DOTALL): | 
					
						
						|  | original = original.replace(search.strip(), replace.strip()) | 
					
						
						|  | return original | 
					
						
						|  |  | 
					
						
						|  | def extract_text_from_file(filepath: str) -> str: | 
					
						
						|  | with open(filepath, 'r', encoding='utf-8') as f: | 
					
						
						|  | return f.read() | 
					
						
						|  |  | 
					
						
						|  | def extract_website_content(url: str) -> str: | 
					
						
						|  |  | 
					
						
						|  | return "Website content from URL: " + url | 
					
						
						|  |  |