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app.py
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# app.py
"""Main application entry point for ReqDefender"""
import os
import sys
import asyncio
import argparse
import logging
from pathlib import Path
from typing import Optional, Dict
from dotenv import load_dotenv
# Load environment variables
load_dotenv()
# Configure logging
logging.basicConfig(
level=logging.INFO,
format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
)
logger = logging.getLogger(__name__)
class ReqDefender:
"""Main ReqDefender application class"""
def __init__(self):
self.config = self._load_config()
self._validate_environment()
def _load_config(self) -> Dict:
"""Load application configuration"""
return {
"openai_api_key": os.getenv("OPENAI_API_KEY"),
"anthropic_api_key": os.getenv("ANTHROPIC_API_KEY"),
"brave_api_key": os.getenv("BRAVE_SEARCH_API_KEY"),
"google_api_key": os.getenv("GOOGLE_API_KEY"),
"google_cse_id": os.getenv("GOOGLE_CSE_ID"),
"streamlit_port": int(os.getenv("STREAMLIT_PORT", 8501)),
"websocket_port": int(os.getenv("WEBSOCKET_PORT", 8000)),
"rest_port": int(os.getenv("REST_PORT", 8001)),
"debug": os.getenv("DEBUG", "false").lower() == "true"
}
def _validate_environment(self):
"""Validate required environment variables"""
required_vars = []
# At least one LLM API key is required
if not self.config["openai_api_key"] and not self.config["anthropic_api_key"]:
required_vars.append("OPENAI_API_KEY or ANTHROPIC_API_KEY")
# Search API (Brave is preferred, but not strictly required due to DuckDuckGo fallback)
if not self.config["brave_api_key"]:
logger.warning("BRAVE_SEARCH_API_KEY not set. Using DuckDuckGo as fallback (limited results)")
if required_vars:
logger.error(f"Missing required environment variables: {', '.join(required_vars)}")
logger.info("Please set them in your .env file or environment")
sys.exit(1)
def analyze(self,
requirement: str,
debate_mode: str = "standard",
judge_personality: str = "pragmatist") -> Dict:
"""
Analyze a requirement through agent debate
Args:
requirement: The requirement to analyze
debate_mode: "quick", "standard", or "deep"
judge_personality: "pragmatist", "innovator", or "user_advocate"
Returns:
Analysis result with verdict and details
"""
from arena.debate_orchestrator import DebateOrchestrator
from agents.pro_team_agents import create_pro_team
from agents.con_team_agents import create_con_team
from agents.judge_agent import create_judge
logger.info(f"Analyzing requirement: {requirement}")
# Create agents
pro_team = create_pro_team()
con_team = create_con_team()
judge = create_judge(judge_personality)
# Configure debate
debate_configs = {
"quick": {"max_rounds": 2, "streaming_delay": 0.3},
"standard": {"max_rounds": 4, "streaming_delay": 0.5},
"deep": {"max_rounds": 6, "streaming_delay": 0.7}
}
config = debate_configs.get(debate_mode, debate_configs["standard"])
config["enable_special_effects"] = False
# Create orchestrator
orchestrator = DebateOrchestrator(
pro_agents=pro_team,
con_agents=con_team,
judge_agent=judge,
debate_config=config
)
# Run analysis
result = asyncio.run(orchestrator.analyze_requirement(requirement))
# Format result
return {
"requirement": requirement,
"verdict": result["verdict"]["decision"],
"confidence": result["verdict"]["confidence"],
"reasoning": result["verdict"].get("reasoning"),
"alternative": result["verdict"].get("alternative_suggestion"),
"savings": result["verdict"].get("estimated_savings"),
"key_evidence": result.get("evidence", [])[:5],
"debate_summary": result.get("debate_summary")
}
def run_streamlit(self, interface="simple"):
"""Launch the Streamlit web interface"""
logger.info(f"Starting Streamlit interface ({interface})...")
import subprocess
# Choose interface
if interface == "debate":
streamlit_script = Path(__file__).parent / "streamlit_debate.py"
else:
streamlit_script = Path(__file__).parent / "streamlit_simple.py"
try:
subprocess.run([
sys.executable, "-m", "streamlit", "run",
str(streamlit_script),
"--server.port", str(self.config["streamlit_port"]),
"--server.address", "0.0.0.0"
])
except KeyboardInterrupt:
logger.info("Streamlit interface stopped")
except Exception as e:
logger.error(f"Failed to start Streamlit: {e}")
sys.exit(1)
def run_websocket_server(self):
"""Launch the WebSocket API server"""
logger.info("Starting WebSocket server...")
import uvicorn
from api.websocket import app
try:
uvicorn.run(
app,
host="0.0.0.0",
port=self.config["websocket_port"],
log_level="info" if self.config["debug"] else "warning"
)
except KeyboardInterrupt:
logger.info("WebSocket server stopped")
except Exception as e:
logger.error(f"Failed to start WebSocket server: {e}")
sys.exit(1)
def run_rest_server(self):
"""Launch the REST API server"""
logger.info("Starting REST API server...")
import uvicorn
from api.rest import app
try:
uvicorn.run(
app,
host="0.0.0.0",
port=self.config["rest_port"],
log_level="info" if self.config["debug"] else "warning"
)
except KeyboardInterrupt:
logger.info("REST API server stopped")
except Exception as e:
logger.error(f"Failed to start REST API server: {e}")
sys.exit(1)
def run_all_services(self, interface="simple"):
"""Run all services concurrently"""
import concurrent.futures
import signal
logger.info("Starting all ReqDefender services...")
def signal_handler(signum, frame):
logger.info("Shutting down services...")
sys.exit(0)
signal.signal(signal.SIGINT, signal_handler)
with concurrent.futures.ThreadPoolExecutor(max_workers=4) as executor:
futures = [
executor.submit(self.run_streamlit, interface),
executor.submit(self.run_websocket_server),
executor.submit(self.run_rest_server),
executor.submit(self.run_debate_api)
]
# Wait for any service to complete (or fail)
concurrent.futures.wait(futures, return_when=concurrent.futures.FIRST_COMPLETED)
def run_debate_api(self):
"""Launch the multi-round debate API"""
logger.info("Starting Multi-Round Debate API...")
import subprocess
try:
subprocess.run([sys.executable, "api_debate.py"])
except KeyboardInterrupt:
logger.info("Debate API stopped")
except Exception as e:
logger.error(f"Failed to start Debate API: {e}")
sys.exit(1)
def main():
"""Main CLI entry point"""
parser = argparse.ArgumentParser(
description="ReqDefender - AI Agents Debate Your Requirements to Death",
formatter_class=argparse.RawDescriptionHelpFormatter,
epilog="""
Examples:
# Run all services (web UI + APIs)
python app.py
# Run only the web interface
python app.py --mode web
# Run only the REST API
python app.py --mode rest
# Analyze a requirement from CLI
python app.py analyze "Add blockchain to our todo app"
# Quick analysis with specific judge
python app.py quick "Implement AI chatbot" --judge innovator
# Batch analysis from file
python app.py batch requirements.txt --output results.csv
"""
)
# Add subcommands
subparsers = parser.add_subparsers(dest="command", help="Command to run")
# Default command (run all services)
parser.add_argument(
"--mode",
choices=["all", "web", "rest", "websocket", "debate"],
default="all",
help="Which service(s) to run"
)
parser.add_argument(
"--interface",
choices=["simple", "debate"],
default="simple",
help="Which web interface to use"
)
# Analyze command
analyze_parser = subparsers.add_parser("analyze", help="Analyze a requirement")
analyze_parser.add_argument("requirement", help="The requirement to analyze")
analyze_parser.add_argument(
"--mode",
choices=["quick", "standard", "deep"],
default="standard",
help="Debate intensity"
)
analyze_parser.add_argument(
"--judge",
choices=["pragmatist", "innovator", "user_advocate"],
default="pragmatist",
help="Judge personality"
)
# Quick analysis command
quick_parser = subparsers.add_parser("quick", help="Quick requirement analysis")
quick_parser.add_argument("requirement", help="The requirement to analyze")
quick_parser.add_argument(
"--judge",
choices=["pragmatist", "innovator", "user_advocate"],
default="pragmatist",
help="Judge personality"
)
# Batch analysis command
batch_parser = subparsers.add_parser("batch", help="Analyze multiple requirements")
batch_parser.add_argument("input_file", help="File containing requirements (one per line)")
batch_parser.add_argument("--output", default="results.csv", help="Output file for results")
batch_parser.add_argument(
"--judge",
choices=["pragmatist", "innovator", "user_advocate"],
default="pragmatist",
help="Judge personality for all analyses"
)
args = parser.parse_args()
# Initialize ReqDefender
defender = ReqDefender()
# Handle commands
if args.command == "analyze":
# Run single analysis
result = defender.analyze(
args.requirement,
debate_mode=args.mode,
judge_personality=args.judge
)
# Print results
print(f"\n{'='*60}")
print(f"VERDICT: {result['verdict']}")
print(f"Confidence: {result['confidence']:.1f}%")
print(f"\nReasoning: {result['reasoning']}")
if result.get('alternative'):
print(f"\nAlternative: {result['alternative']}")
if result.get('savings'):
print(f"\nEstimated Savings: ${result['savings']:,.0f}")
print(f"{'='*60}\n")
elif args.command == "quick":
# Run quick analysis
result = defender.analyze(
args.requirement,
debate_mode="quick",
judge_personality=args.judge
)
# Print concise results
verdict_emoji = "✅" if result['verdict'] == "APPROVED" else "❌"
print(f"\n{verdict_emoji} {result['verdict']} ({result['confidence']:.1f}% confidence)")
if result.get('alternative'):
print(f"💡 Alternative: {result['alternative']}")
elif args.command == "batch":
# Run batch analysis
import csv
# Read requirements from file
with open(args.input_file, 'r') as f:
requirements = [line.strip() for line in f if line.strip()]
print(f"Analyzing {len(requirements)} requirements...")
# Analyze each requirement
results = []
for i, req in enumerate(requirements, 1):
print(f"[{i}/{len(requirements)}] Analyzing: {req[:50]}...")
try:
result = defender.analyze(
req,
debate_mode="quick",
judge_personality=args.judge
)
results.append({
"requirement": req,
"verdict": result['verdict'],
"confidence": result['confidence'],
"alternative": result.get('alternative', ''),
"savings": result.get('savings', 0)
})
except Exception as e:
logger.error(f"Failed to analyze '{req}': {e}")
results.append({
"requirement": req,
"verdict": "ERROR",
"confidence": 0,
"alternative": str(e),
"savings": 0
})
# Write results to CSV
with open(args.output, 'w', newline='') as f:
writer = csv.DictWriter(f, fieldnames=["requirement", "verdict", "confidence", "alternative", "savings"])
writer.writeheader()
writer.writerows(results)
print(f"\nResults saved to {args.output}")
# Print summary
approved = len([r for r in results if r['verdict'] == 'APPROVED'])
rejected = len([r for r in results if r['verdict'] == 'REJECTED'])
total_savings = sum(r.get('savings', 0) for r in results)
print(f"\nSummary:")
print(f" Approved: {approved}")
print(f" Rejected: {rejected}")
print(f" Total Potential Savings: ${total_savings:,.0f}")
else:
# Run services based on mode
if args.mode == "all":
defender.run_all_services(args.interface)
elif args.mode == "web":
defender.run_streamlit(args.interface)
elif args.mode == "rest":
defender.run_rest_server()
elif args.mode == "websocket":
defender.run_websocket_server()
elif args.mode == "debate":
defender.run_debate_api()
if __name__ == "__main__":
main()
#built with love