Automated-AI-Web-Researcher-Ollama/Web-LLM.py

import sys
import os
from colorama import init, Fore, Style
import logging
import time
from io import StringIO
from Self_Improving_Search import EnhancedSelfImprovingSearch
from llm_config import get_llm_config
from llm_response_parser import UltimateLLMResponseParser
from llm_wrapper import LLMWrapper
from strategic_analysis_parser import StrategicAnalysisParser
from research_manager import ResearchManager

# Initialize colorama
if os.name == 'nt':  # Windows-specific initialization
  init(convert=True, strip=False, wrap=True)
else:
  init()

# Set up logging
log_directory = 'logs'
if not os.path.exists(log_directory):
  os.makedirs(log_directory)

logger = logging.getLogger(__name__)
logger.setLevel(logging.INFO)
log_file = os.path.join(log_directory, 'web_llm.log')
file_handler = logging.FileHandler(log_file)
formatter = logging.Formatter('%(asctime)s - %(levelname)s - %(message)s')
file_handler.setFormatter(formatter)
logger.handlers = []
logger.addHandler(file_handler)
logger.propagate = False

# Disable other loggers
for name in logging.root.manager.loggerDict:
  if name != __name__:
      logging.getLogger(name).disabled = True

class OutputRedirector:
  def __init__(self, stream=None):
      self.stream = stream or StringIO()
      self.original_stdout = sys.stdout
      self.original_stderr = sys.stderr

  def __enter__(self):
      sys.stdout = self.stream
      sys.stderr = self.stream
      return self.stream

  def __exit__(self, exc_type, exc_val, exc_tb):
      sys.stdout = self.original_stdout
      sys.stderr = self.original_stderr

def print_header():
  print(Fore.CYAN + Style.BRIGHT + """
  ╔══════════════════════════════════════════════════════════╗
  ║             🌐 Advanced Research Assistant 🤖             ║
  ╚══════════════════════════════════════════════════════════╝
  """ + Style.RESET_ALL)
  print(Fore.YELLOW + """
  Welcome to the Advanced Research Assistant!

  Usage:
  - Start your research query with '@'
    Example: "@analyze the impact of AI on healthcare"

  Press CTRL+Z (Windows) to submit input.
  """ + Style.RESET_ALL)

def get_multiline_input() -> str:
  """Get multiline input using msvcrt for Windows"""
  print(f"{Fore.GREEN}📝 Enter your message (Press CTRL+Z to submit):{Style.RESET_ALL}")
  lines = []
  current_line = []

  import msvcrt

  try:
      while True:
          if msvcrt.kbhit():
              char = msvcrt.getch()

              # CTRL+Z detection (Windows EOF)
              if char == b'\x1a':  # ASCII code for CTRL+Z
                  sys.stdout.write('\n')  # New line for clean display
                  if current_line:
                      lines.append(''.join(current_line))
                  return ' '.join(lines).strip()

              # Handle special characters
              elif char in [b'\r', b'\n']:  # Enter
                  sys.stdout.write('\n')
                  lines.append(''.join(current_line))
                  current_line = []

              elif char == b'\x08':  # Backspace
                  if current_line:
                      current_line.pop()
                      sys.stdout.write('\b \b')  # Erase character

              elif char == b'\x03':  # CTRL+C
                  sys.stdout.write('\n')
                  return 'q'

              # Normal character
              elif 32 <= ord(char) <= 126:  # Printable characters
                  current_line.append(char.decode('utf-8'))
                  sys.stdout.write(char.decode('utf-8'))

              # Flush output
              sys.stdout.flush()

  except Exception as e:
      logger.error(f"Error in multiline input: {str(e)}")
      return 'q'

def initialize_system():
  """Initialize system with proper error checking"""
  try:
      print(Fore.YELLOW + "Initializing system..." + Style.RESET_ALL)

      llm_config = get_llm_config()
      if llm_config['llm_type'] == 'ollama':
          import requests
          try:
              response = requests.get(llm_config['base_url'], timeout=5)
              if response.status_code != 200:
                  raise ConnectionError("Cannot connect to Ollama server")
          except requests.exceptions.RequestException:
              raise ConnectionError(
                  "\nCannot connect to Ollama server!"
                  "\nPlease ensure:"
                  "\n1. Ollama is installed"
                  "\n2. Ollama server is running (try 'ollama serve')"
                  "\n3. The model specified in llm_config.py is pulled"
              )
      elif llm_config['llm_type'] == 'llama_cpp':
          model_path = llm_config.get('model_path')
          if not model_path or not os.path.exists(model_path):
              raise FileNotFoundError(
                  f"\nLLama.cpp model not found at: {model_path}"
                  "\nPlease ensure model path in llm_config.py is correct"
              )

      with OutputRedirector() as output:
          llm_wrapper = LLMWrapper()
          try:
              test_response = llm_wrapper.generate("Test", max_tokens=10)
              if not test_response:
                  raise ConnectionError("LLM failed to generate response")
          except Exception as e:
              raise ConnectionError(f"LLM test failed: {str(e)}")

          parser = UltimateLLMResponseParser()
          search_engine = EnhancedSelfImprovingSearch(llm_wrapper, parser)
          research_manager = ResearchManager(llm_wrapper, parser, search_engine)

      print(Fore.GREEN + "System initialized successfully." + Style.RESET_ALL)
      return llm_wrapper, parser, search_engine, research_manager
  except Exception as e:
      logger.error(f"Error initializing system: {str(e)}", exc_info=True)
      print(Fore.RED + f"System initialization failed: {str(e)}" + Style.RESET_ALL)
      return None, None, None, None
def handle_search_mode(search_engine, query):
  """Handles web search operations"""
  print(f"{Fore.CYAN}Initiating web search...{Style.RESET_ALL}")
  try:
      # Change search() to search_and_improve() which is the correct method name
      results = search_engine.search_and_improve(query)
      print(f"\n{Fore.GREEN}Search Results:{Style.RESET_ALL}")
      print(results)
  except Exception as e:
      logger.error(f"Search error: {str(e)}")
      print(f"{Fore.RED}Search failed: {str(e)}{Style.RESET_ALL}")
def handle_research_mode(research_manager, query):
  """Handles research mode operations"""
  print(f"{Fore.CYAN}Initiating research mode...{Style.RESET_ALL}")

  try:
      # Start the research
      research_manager.start_research(query)

      submit_key = "CTRL+Z" if os.name == 'nt' else "CTRL+D"
      print(f"\n{Fore.YELLOW}Research Running. Available Commands:{Style.RESET_ALL}")
      print(f"Type command and press {submit_key}:")
      print("'s' = Show status")
      print("'f' = Show focus")
      print("'p' = Pause and assess the research progress")
      print("'q' = Quit research")

      # While the research is active, keep checking for commands
      while research_manager.is_active():
          try:
              command = get_multiline_input().strip().lower()  # Ensure input is captured

              if command == 's':  # Show status command
                  print("\n" + research_manager.get_progress())

              elif command == 'f':  # Show current focus command
                  if research_manager.current_focus:
                      print(f"\n{Fore.CYAN}Current Focus:{Style.RESET_ALL}")
                      print(f"Area: {research_manager.current_focus.area}")
                      print(f"Priority: {research_manager.current_focus.priority}")
                      print(f"Reasoning: {research_manager.current_focus.reasoning}")
                  else:
                      print(f"\n{Fore.YELLOW}No current focus area{Style.RESET_ALL}")

              elif command == 'p':  # Pause research progress command
                  research_manager.pause_and_assess()

              elif command == 'q':  # Quit research
                  print(f"\n{Fore.YELLOW}Research terminated by user.{Style.RESET_ALL}")
                  break  # Exit the loop and end the research session

              else:
                  print(f"{Fore.RED}Unknown command. Please enter a valid command.{Style.RESET_ALL}")

          except KeyboardInterrupt:
              print(f"\n{Fore.YELLOW}Research interrupted by user.{Style.RESET_ALL}")
              break  # Handle interrupt gracefully

          except Exception as e:
              logger.error(f"Error processing command: {str(e)}")
              print(f"{Fore.RED}An error occurred: {str(e)}{Style.RESET_ALL}")

      # After finishing or quitting research, show the summary
      summary = research_manager.terminate_research()
      research_manager._cleanup_research_ui()  # Now this should work without errors

      # Show research summary
      print(f"\n{Fore.GREEN}Research Summary:{Style.RESET_ALL}")
      print(summary)

      # Only proceed to conversation mode if research is complete
      if research_manager.research_complete and research_manager.research_summary:
          time.sleep(0.5)  # Small delay to ensure clean transition
          research_manager.start_conversation_mode()

  except KeyboardInterrupt:
      print(f"\n{Fore.YELLOW}Research interrupted.{Style.RESET_ALL}")
      research_manager.terminate_research()
  except Exception as e:
      print(f"\n{Fore.RED}Research error: {str(e)}{Style.RESET_ALL}")
      research_manager.terminate_research()
def main():
  print_header()
  try:
      llm, parser, search_engine, research_manager = initialize_system()
      if not all([llm, parser, search_engine, research_manager]):
          return

      while True:
          try:
              # Get input with improved CTRL+Z handling
              user_input = get_multiline_input()

              # Handle immediate CTRL+Z (empty input)
              if user_input == "":
                  user_input = "@quit"  # Convert empty CTRL+Z to quit command

              user_input = user_input.strip()

              # Check for special quit markers
              if user_input in ["@quit", "quit", "q"]:
                  print(Fore.YELLOW + "\nGoodbye!" + Style.RESET_ALL)
                  break

              if not user_input:
                  continue

              if user_input.lower() == 'help':
                  print_header()
                  continue

              if user_input.startswith('/'):
                  search_query = user_input[1:].strip()
                  handle_search_mode(search_engine, search_query)

              elif user_input.startswith('@'):
                  research_query = user_input[1:].strip()
                  handle_research_mode(research_manager, research_query)

              else:
                  print(f"{Fore.RED}Please start with '/' for search or '@' for research.{Style.RESET_ALL}")

          except KeyboardInterrupt:
              print(f"\n{Fore.YELLOW}Exiting program...{Style.RESET_ALL}")
              break

          except Exception as e:
              logger.error(f"Error in main loop: {str(e)}")
              print(f"{Fore.RED}An error occurred: {str(e)}{Style.RESET_ALL}")
              continue

  except KeyboardInterrupt:
      print(f"\n{Fore.YELLOW}Program terminated by user.{Style.RESET_ALL}")

  except Exception as e:
      logger.critical(f"Critical error: {str(e)}")
      print(f"{Fore.RED}Critical error: {str(e)}{Style.RESET_ALL}")

  finally:
      # Ensure proper cleanup on exit
      try:
          if 'research_manager' in locals() and research_manager:
              if hasattr(research_manager, 'ui'):
                  research_manager.ui.cleanup()
      except:
          pass
      os._exit(0)

if __name__ == "__main__":
  main()