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Create diagnostic.py
Browse files- diagnostic.py +218 -0
diagnostic.py
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| 1 |
+
"""
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| 2 |
+
Diagnostics module for the Pharmaceutical Analytics application.
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| 3 |
+
Contains functions to test LLM connectivity and agent functionality.
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| 4 |
+
"""
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| 5 |
+
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| 6 |
+
import streamlit as st
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| 7 |
+
import os
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| 8 |
+
import json
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| 9 |
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import traceback
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| 10 |
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import time
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| 11 |
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from datetime import datetime
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| 12 |
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from typing import Dict, Any, Tuple
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| 13 |
+
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| 14 |
+
def test_claude_connectivity() -> Tuple[bool, str]:
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| 15 |
+
"""
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| 16 |
+
Test basic connectivity to Claude API
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| 17 |
+
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| 18 |
+
Returns:
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| 19 |
+
Tuple of (success_flag, response_or_error)
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| 20 |
+
"""
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try:
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| 22 |
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# Check API key
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| 23 |
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api_key = os.getenv("ANTHROPIC_API_KEY")
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| 24 |
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if not api_key:
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return False, "No ANTHROPIC_API_KEY found in environment variables"
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| 26 |
+
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| 27 |
+
# Import anthropic
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| 28 |
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try:
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import anthropic
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except ImportError:
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return False, "Failed to import anthropic library. Make sure it's installed (pip install anthropic)"
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+
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| 33 |
+
# Create client and send request
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| 34 |
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client = anthropic.Anthropic(api_key=api_key)
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response = client.messages.create(
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model="claude-3-haiku-20240307",
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max_tokens=300,
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messages=[
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{"role": "user", "content": "Briefly tell me about Egyptian history in 2-3 sentences."}
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]
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)
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| 44 |
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if response and response.content:
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| 45 |
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return True, response.content[0].text
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| 46 |
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else:
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return False, "Received empty response from Anthropic API"
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| 48 |
+
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| 49 |
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except Exception as e:
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| 50 |
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error_msg = f"Error testing Claude API: {str(e)}\n\n{traceback.format_exc()}"
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| 51 |
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return False, error_msg
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| 52 |
+
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| 53 |
+
def test_agent_functionality() -> Tuple[bool, Dict[str, Any]]:
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| 54 |
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"""
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| 55 |
+
Test basic agent functionality by initializing the Planning Agent
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| 56 |
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and generating a simple analysis plan
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| 57 |
+
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| 58 |
+
Returns:
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| 59 |
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Tuple of (success_flag, results_dict)
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| 60 |
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"""
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| 61 |
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results = {
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| 62 |
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"steps": [],
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| 63 |
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"errors": [],
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| 64 |
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"plan": None
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| 65 |
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}
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| 66 |
+
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| 67 |
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try:
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| 68 |
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# Test Planning Agent import
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| 69 |
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results["steps"].append({"step": "import", "status": "started"})
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| 70 |
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try:
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| 71 |
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from agents.planning_agent import PlanningAgent
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| 72 |
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results["steps"].append({"step": "import", "status": "success"})
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| 73 |
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except Exception as import_error:
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| 74 |
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error_msg = f"Error importing PlanningAgent: {str(import_error)}\n\n{traceback.format_exc()}"
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| 75 |
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results["errors"].append({"phase": "import", "error": error_msg})
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| 76 |
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return False, results
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| 77 |
+
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| 78 |
+
# Test agent initialization
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| 79 |
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results["steps"].append({"step": "initialization", "status": "started"})
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| 80 |
+
try:
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| 81 |
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planning_agent = PlanningAgent()
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| 82 |
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results["steps"].append({"step": "initialization", "status": "success"})
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| 83 |
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except Exception as init_error:
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| 84 |
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error_msg = f"Error initializing PlanningAgent: {str(init_error)}\n\n{traceback.format_exc()}"
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| 85 |
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results["errors"].append({"phase": "initialization", "error": error_msg})
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| 86 |
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return False, results
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| 87 |
+
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| 88 |
+
# Test plan creation
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| 89 |
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results["steps"].append({"step": "plan_creation", "status": "started"})
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| 90 |
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try:
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| 91 |
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test_alert = "Sales of DrugX down 15% in Northeast region over past 30 days."
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| 92 |
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analysis_plan, plan_dict = planning_agent.create_analysis_plan(test_alert)
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| 93 |
+
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| 94 |
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results["steps"].append({"step": "plan_creation", "status": "success"})
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| 95 |
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results["plan"] = plan_dict
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| 96 |
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return True, results
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| 97 |
+
except Exception as plan_error:
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| 98 |
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error_msg = f"Error creating analysis plan: {str(plan_error)}\n\n{traceback.format_exc()}"
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| 99 |
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results["errors"].append({"phase": "plan_creation", "error": error_msg})
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| 100 |
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return False, results
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| 101 |
+
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| 102 |
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except Exception as e:
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| 103 |
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error_msg = f"Unexpected error in agent functionality test: {str(e)}\n\n{traceback.format_exc()}"
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| 104 |
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results["errors"].append({"phase": "unknown", "error": error_msg})
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| 105 |
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return False, results
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| 106 |
+
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| 107 |
+
def render_diagnostics_tab():
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| 108 |
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"""
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| 109 |
+
Render the diagnostics tab in the Streamlit app
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| 110 |
+
"""
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| 111 |
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st.header("π§ System Diagnostics")
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| 112 |
+
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| 113 |
+
# Environment information
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| 114 |
+
st.subheader("Environment Information")
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| 115 |
+
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| 116 |
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# Check API key
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| 117 |
+
api_key = os.getenv("ANTHROPIC_API_KEY")
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| 118 |
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api_status = "β
Set" if api_key else "β Not Set"
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| 119 |
+
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| 120 |
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environment_data = {
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| 121 |
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"API Key": api_status,
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| 122 |
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"Python Version": os.sys.version,
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| 123 |
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"Timestamp": datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
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| 124 |
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}
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| 125 |
+
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| 126 |
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# Try to get library versions
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| 127 |
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try:
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| 128 |
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import anthropic
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| 129 |
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environment_data["Anthropic Library"] = anthropic.__version__
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| 130 |
+
except (ImportError, AttributeError):
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| 131 |
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environment_data["Anthropic Library"] = "Not found"
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| 132 |
+
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| 133 |
+
try:
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| 134 |
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import langgraph
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| 135 |
+
environment_data["LangGraph Library"] = langgraph.__version__
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| 136 |
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except (ImportError, AttributeError):
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| 137 |
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environment_data["LangGraph Library"] = "Not found"
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| 138 |
+
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| 139 |
+
# Display environment table
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| 140 |
+
for key, value in environment_data.items():
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| 141 |
+
cols = st.columns([1, 3])
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| 142 |
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with cols[0]:
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| 143 |
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st.markdown(f"**{key}:**")
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| 144 |
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with cols[1]:
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| 145 |
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st.markdown(f"{value}")
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| 146 |
+
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| 147 |
+
# Claude connectivity test
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| 148 |
+
st.subheader("Claude LLM Test")
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| 149 |
+
if st.button("Test Claude Connectivity"):
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| 150 |
+
with st.spinner("Testing connection to Claude..."):
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| 151 |
+
success, response = test_claude_connectivity()
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| 152 |
+
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| 153 |
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if success:
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| 154 |
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st.success("β
Claude API is working properly!")
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| 155 |
+
st.markdown("**Response:**")
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| 156 |
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st.info(response)
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| 157 |
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else:
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| 158 |
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st.error("β Claude API test failed")
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| 159 |
+
st.expander("Error Details", expanded=True).error(response)
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| 160 |
+
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| 161 |
+
# Agent functionality test
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| 162 |
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st.subheader("Agent Functionality Test")
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| 163 |
+
if st.button("Test Planning Agent"):
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| 164 |
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with st.spinner("Testing Planning Agent..."):
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| 165 |
+
success, results = test_agent_functionality()
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| 166 |
+
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| 167 |
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if success:
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| 168 |
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st.success("β
Planning Agent is working properly!")
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| 169 |
+
st.json(results["plan"])
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| 170 |
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else:
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| 171 |
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st.error("β Planning Agent test failed")
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| 172 |
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for error in results["errors"]:
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| 173 |
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st.expander(f"Error in {error['phase']} phase", expanded=True).error(error["error"])
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| 174 |
+
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| 175 |
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# Database Connectivity
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| 176 |
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st.subheader("Database Connectivity")
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| 177 |
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if st.button("Test Database Connection"):
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| 178 |
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with st.spinner("Testing database connection..."):
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| 179 |
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try:
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| 180 |
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import sqlite3
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| 181 |
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conn = sqlite3.connect("data/pharma_db.sqlite")
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| 182 |
+
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| 183 |
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# Test query
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| 184 |
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cursor = conn.cursor()
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| 185 |
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cursor.execute("SELECT name FROM sqlite_master WHERE type='table'")
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| 186 |
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tables = cursor.fetchall()
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| 187 |
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| 188 |
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# Close connection
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| 189 |
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conn.close()
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| 190 |
+
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| 191 |
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st.success(f"β
Successfully connected to database")
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| 192 |
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st.write(f"Found {len(tables)} tables:")
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| 193 |
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st.json([table[0] for table in tables])
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| 194 |
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| 195 |
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except Exception as e:
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| 196 |
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st.error(f"β Database connection failed: {str(e)}")
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| 197 |
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st.expander("Error Details", expanded=True).error(traceback.format_exc())
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| 198 |
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| 199 |
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# Add guidance
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| 200 |
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st.markdown("---")
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| 201 |
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st.markdown("""
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| 202 |
+
### Troubleshooting Tips
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| 203 |
+
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| 204 |
+
1. If Claude test fails:
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| 205 |
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- Check your API key in environment variables
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| 206 |
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- Verify internet connectivity
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| 207 |
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- Confirm your API key has sufficient credits
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| 208 |
+
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| 209 |
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2. If Agent test fails:
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| 210 |
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- Check import errors (are all libraries installed?)
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| 211 |
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- Verify agent implementation
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| 212 |
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- Check for syntax errors in agent code
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| 213 |
+
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| 214 |
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3. If Database test fails:
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| 215 |
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- Verify database file exists
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| 216 |
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- Check file permissions
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| 217 |
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- Run setup_environment() function again
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| 218 |
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""")
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