test_socratic_mode.py

"""
Test script for Socratic mode functionality
"""
import os
os.environ["OMP_NUM_THREADS"] = "1"

import warnings
warnings.filterwarnings("ignore")

from dotenv import load_dotenv
load_dotenv()

from langgraph.checkpoint.memory import MemorySaver
from medrax.models import ModelFactory
from medrax.agent import Agent
from medrax.utils import load_prompts_from_file

# Initialize checkpointer
checkpointer = MemorySaver()

# Load LLM
llm = ModelFactory.create_model(
    model_name="gemini-2.0-flash",
    temperature=0.7,
    max_tokens=5000
)

# Load prompts
prompts = load_prompts_from_file("medrax/docs/system_prompts.txt")

# Test Assistant Mode
print("\n" + "="*60)
print("Testing ASSISTANT MODE")
print("="*60)

assistant_prompt = prompts.get("MEDICAL_ASSISTANT", "You are a helpful medical imaging assistant.")
assistant_agent = Agent(
    llm,
    tools=[],  # Using empty tools for quick testing
    system_prompt=assistant_prompt,
    checkpointer=checkpointer,
    mode="assistant"
)

config = {"configurable": {"thread_id": "test_assistant"}}
response = assistant_agent.workflow.invoke(
    {"messages": [("user", "What is pneumonia?")]},
    config=config
)

print("\nAssistant Response:")
print(response["messages"][-1].content)

# Test Socratic Mode
print("\n" + "="*60)
print("Testing SOCRATIC TUTOR MODE")
print("="*60)

socratic_prompt = prompts.get("SOCRATIC_TUTOR", "You are a Socratic medical educator.")
socratic_agent = Agent(
    llm,
    tools=[],  # Using empty tools for quick testing
    system_prompt=socratic_prompt,
    checkpointer=checkpointer,
    mode="socratic"
)

config = {"configurable": {"thread_id": "test_socratic"}}
response = socratic_agent.workflow.invoke(
    {"messages": [("user", "What is pneumonia?")]},
    config=config
)

print("\nSocratic Tutor Response:")
print(response["messages"][-1].content)

print("\n" + "="*60)
print("Test Complete!")
print("="*60)
print("\nThe key difference:")
print("- Assistant Mode: Provides direct answers and explanations")
print("- Socratic Mode: Guides learning through questions without giving direct answers")