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"""
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Test file for LLM Council functionality.
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Tests core functionalities of the LLM Council including:
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- Initialization (default and custom)
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- Running queries
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- Batch processing
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- Output formatting
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"""
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import pytest
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from loguru import logger
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from dotenv import load_dotenv
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from swarms.structs.llm_council import LLMCouncil
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from swarms.structs.agent import Agent
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load_dotenv()
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def test_llm_council_default_initialization():
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"""Test LLM Council initialization with default council members."""
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try:
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logger.info("Testing LLM Council default initialization...")
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council = LLMCouncil(
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verbose=False,
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output_type="dict-all-except-first"
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)
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assert council is not None, "Council should be initialized"
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assert council.name == "LLM Council", "Default name should be 'LLM Council'"
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assert len(council.council_members) > 0, "Should have council members"
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assert council.chairman is not None, "Chairman should be initialized"
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assert council.conversation is not None, "Conversation should be initialized"
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logger.info(f"✓ Council initialized with {len(council.council_members)} members")
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logger.info("✓ Default initialization test passed")
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except Exception as e:
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logger.error(f"✗ Default initialization test failed: {e}")
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raise
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def test_llm_council_custom_initialization():
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"""Test LLM Council initialization with custom council members."""
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try:
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logger.info("Testing LLM Council custom initialization...")
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# Create custom council members with simpler models
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custom_members = [
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Agent(
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agent_name="TestAgent1",
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agent_description="First test agent",
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system_prompt="You are a helpful test agent.",
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model_name="gpt-4o-mini",
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max_loops=1,
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verbose=False,
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),
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Agent(
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agent_name="TestAgent2",
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agent_description="Second test agent",
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system_prompt="You are a helpful test agent.",
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model_name="gpt-4o-mini",
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max_loops=1,
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verbose=False,
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),
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]
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council = LLMCouncil(
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name="Custom Council",
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council_members=custom_members,
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chairman_model="gpt-4o-mini",
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verbose=False,
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output_type="string"
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)
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assert council is not None, "Council should be initialized"
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assert council.name == "Custom Council", "Name should match custom value"
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assert len(council.council_members) == 2, "Should have 2 custom members"
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assert council.council_members[0].agent_name == "TestAgent1", "First member should match"
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assert council.council_members[1].agent_name == "TestAgent2", "Second member should match"
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assert council.output_type == "string", "Output type should be 'string'"
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logger.info("✓ Custom initialization test passed")
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except Exception as e:
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logger.error(f"✗ Custom initialization test failed: {e}")
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raise
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def test_llm_council_run():
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"""Test LLM Council run method with a simple query."""
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try:
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logger.info("Testing LLM Council run method...")
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# Use simpler models for testing
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custom_members = [
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Agent(
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agent_name="TestAgent1",
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agent_description="First test agent",
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system_prompt="You are a helpful test agent. Provide concise answers.",
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model_name="gpt-4o-mini",
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max_loops=1,
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verbose=False,
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),
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Agent(
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agent_name="TestAgent2",
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agent_description="Second test agent",
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system_prompt="You are a helpful test agent. Provide concise answers.",
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model_name="gpt-4o-mini",
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max_loops=1,
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verbose=False,
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),
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]
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council = LLMCouncil(
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council_members=custom_members,
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chairman_model="gpt-4o-mini",
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verbose=False,
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output_type="dict-all-except-first"
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)
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query = "What is 2 + 2? Provide a brief answer."
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result = council.run(query)
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# Basic assertions
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assert result is not None, "Result should not be None"
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assert council.conversation is not None, "Conversation should exist"
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assert len(council.conversation.conversation_history) > 0, "Conversation should have messages"
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# Enhanced assertions to verify workflow steps
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messages = council.conversation.conversation_history
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# Step 1: Verify User query was added
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user_messages = [msg for msg in messages if msg.get("role") == "User"]
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assert len(user_messages) > 0, "User query should be in conversation"
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# Step 2: Verify all council members responded
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member_responses = [msg for msg in messages if msg.get("role") in ["TestAgent1", "TestAgent2"]]
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assert len(member_responses) == len(custom_members), f"All {len(custom_members)} council members should have responded"
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# Step 3: Verify evaluations were performed
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evaluation_messages = [msg for msg in messages if "-Evaluation" in msg.get("role", "")]
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assert len(evaluation_messages) == len(custom_members), f"All {len(custom_members)} members should have evaluated"
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# Step 4: Verify Chairman synthesis occurred
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chairman_messages = [msg for msg in messages if msg.get("role") == "Chairman"]
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assert len(chairman_messages) > 0, "Chairman should have synthesized final response"
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logger.info("✓ Run method test passed")
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logger.info(f"✓ Verified {len(member_responses)} member responses, {len(evaluation_messages)} evaluations, and {len(chairman_messages)} chairman synthesis")
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except Exception as e:
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logger.error(f"✗ Run method test failed: {e}")
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raise
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def test_llm_council_batched_run():
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"""Test LLM Council batched_run method with multiple tasks."""
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try:
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logger.info("Testing LLM Council batched_run method...")
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# Use simpler models for testing
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custom_members = [
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Agent(
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agent_name="TestAgent1",
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agent_description="First test agent",
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system_prompt="You are a helpful test agent. Provide concise answers.",
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model_name="gpt-4o-mini",
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max_loops=1,
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verbose=False,
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),
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Agent(
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agent_name="TestAgent2",
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agent_description="Second test agent",
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system_prompt="You are a helpful test agent. Provide concise answers.",
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model_name="gpt-4o-mini",
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max_loops=1,
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verbose=False,
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),
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]
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council = LLMCouncil(
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council_members=custom_members,
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chairman_model="gpt-4o-mini",
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verbose=False,
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output_type="dict-all-except-first"
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)
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tasks = [
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"What is 1 + 1?",
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"What is 3 + 3?",
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]
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results = council.batched_run(tasks)
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assert results is not None, "Results should not be None"
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assert len(results) == len(tasks), f"Should have {len(tasks)} results"
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assert all(result is not None for result in results), "All results should not be None"
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logger.info(f"✓ Batched run test passed with {len(results)} results")
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except Exception as e:
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logger.error(f"✗ Batched run test failed: {e}")
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raise
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def test_llm_council_output_types():
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"""Test LLM Council with different output types."""
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try:
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logger.info("Testing LLM Council with different output types...")
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# Use simpler models for testing
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custom_members = [
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Agent(
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agent_name="TestAgent1",
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agent_description="First test agent",
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system_prompt="You are a helpful test agent. Provide concise answers.",
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model_name="gpt-4o-mini",
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max_loops=1,
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verbose=False,
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),
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Agent(
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agent_name="TestAgent2",
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agent_description="Second test agent",
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system_prompt="You are a helpful test agent. Provide concise answers.",
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model_name="gpt-4o-mini",
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max_loops=1,
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verbose=False,
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),
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]
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output_types = ["string", "dict-all-except-first", "final"]
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for output_type in output_types:
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logger.info(f"Testing output type: {output_type}")
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council = LLMCouncil(
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council_members=custom_members,
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chairman_model="gpt-4o-mini",
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verbose=False,
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output_type=output_type
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)
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query = "What is 5 + 5? Provide a brief answer."
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result = council.run(query)
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assert result is not None, f"Result should not be None for output type {output_type}"
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assert council.output_type == output_type, f"Output type should be {output_type}"
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logger.info(f"✓ Output type '{output_type}' test passed")
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logger.info("✓ All output types test passed")
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except Exception as e:
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logger.error(f"✗ Output types test failed: {e}")
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raise
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if __name__ == "__main__":
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pytest.main([__file__, "-v"])
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Loading…
Reference in new issue