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683 lines
23 KiB
683 lines
23 KiB
"""Testing all the parameters and methods of the reasoning agent router
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- Parameters: description, model_name, system_prompt, max_loops, swarm_type, num_samples, output_types, num_knowledge_items, memory_capacity, eval, random_models_on, majority_voting_prompt, reasoning_model_name
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- Methods: select_swarm(), run (task: str, img: Optional[List[str]] = None, **kwargs), batched_run (tasks: List[str], imgs: Optional[List[List[str]]] = None, **kwargs)
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"""
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import time
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from swarms.agents import ReasoningAgentRouter
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from datetime import datetime
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class TestReport:
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def __init__(self):
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self.results = []
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self.start_time = None
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self.end_time = None
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def start(self):
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self.start_time = datetime.now()
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def end(self):
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self.end_time = datetime.now()
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def add_result(self, test_name, passed, message="", duration=0):
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self.results.append(
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{
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"test_name": test_name,
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"passed": passed,
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"message": message,
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"duration": duration,
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}
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)
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def generate_report(self):
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total_tests = len(self.results)
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passed_tests = sum(1 for r in self.results if r["passed"])
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failed_tests = total_tests - passed_tests
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duration = (
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(self.end_time - self.start_time).total_seconds()
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if self.start_time and self.end_time
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else 0
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)
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report_lines = []
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report_lines.append("=" * 60)
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report_lines.append(
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"REASONING AGENT ROUTER TEST SUITE REPORT"
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)
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report_lines.append("=" * 60)
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if self.start_time:
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report_lines.append(
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f"Test Run Started: {self.start_time.strftime('%Y-%m-%d %H:%M:%S')}"
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)
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if self.end_time:
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report_lines.append(
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f"Test Run Ended: {self.end_time.strftime('%Y-%m-%d %H:%M:%S')}"
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)
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report_lines.append(
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f"Duration: {duration:.2f} seconds"
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)
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report_lines.append(f"Total Tests: {total_tests}")
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report_lines.append(f"Passed: {passed_tests}")
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report_lines.append(f"Failed: {failed_tests}")
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report_lines.append("")
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for idx, result in enumerate(self.results, 1):
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status = "PASS" if result["passed"] else "FAIL"
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line = f"{idx:02d}. [{status}] {result['test_name']} ({result['duration']:.2f}s)"
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if result["message"]:
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line += f" - {result['message']}"
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report_lines.append(line)
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report_lines.append("=" * 60)
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return "\n".join(report_lines)
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# INSERT_YOUR_CODE
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# Default parameters for ReasoningAgentRouter, can be overridden in each test
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DEFAULT_AGENT_NAME = "reasoning-agent"
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DEFAULT_DESCRIPTION = (
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"A reasoning agent that can answer questions and help with tasks."
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)
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DEFAULT_MODEL_NAME = "gpt-4o-mini"
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DEFAULT_SYSTEM_PROMPT = "You are a helpful assistant that can answer questions and help with tasks."
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DEFAULT_MAX_LOOPS = 1
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DEFAULT_SWARM_TYPE = "self-consistency"
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DEFAULT_NUM_SAMPLES = 3
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DEFAULT_EVAL = False
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DEFAULT_RANDOM_MODELS_ON = False
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DEFAULT_MAJORITY_VOTING_PROMPT = None
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def test_agents_swarm(
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agent_name=DEFAULT_AGENT_NAME,
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description=DEFAULT_DESCRIPTION,
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model_name=DEFAULT_MODEL_NAME,
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system_prompt=DEFAULT_SYSTEM_PROMPT,
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max_loops=DEFAULT_MAX_LOOPS,
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swarm_type=DEFAULT_SWARM_TYPE,
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num_samples=DEFAULT_NUM_SAMPLES,
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eval=DEFAULT_EVAL,
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random_models_on=DEFAULT_RANDOM_MODELS_ON,
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majority_voting_prompt=DEFAULT_MAJORITY_VOTING_PROMPT,
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):
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reasoning_agent_router = ReasoningAgentRouter(
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agent_name=agent_name,
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description=description,
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model_name=model_name,
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system_prompt=system_prompt,
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max_loops=max_loops,
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swarm_type=swarm_type,
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num_samples=num_samples,
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eval=eval,
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random_models_on=random_models_on,
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majority_voting_prompt=majority_voting_prompt,
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)
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result = reasoning_agent_router.run(
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"What is the best possible financial strategy to maximize returns but minimize risk? Give a list of etfs to invest in and the percentage of the portfolio to allocate to each etf."
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)
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return result
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"""
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PARAMETERS TESTING
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"""
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def test_router_description(report):
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"""Test ReasoningAgentRouter with custom description (only change description param)"""
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start_time = time.time()
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try:
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test_agents_swarm(description="Test description for router")
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# Check if the description was set correctly
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router = ReasoningAgentRouter(
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description="Test description for router"
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)
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if router.description == "Test description for router":
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report.add_result(
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"Parameter: description",
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True,
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duration=time.time() - start_time,
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)
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else:
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report.add_result(
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"Parameter: description",
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False,
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message=f"Expected description 'Test description for router', got '{router.description}'",
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duration=time.time() - start_time,
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)
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except Exception as e:
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report.add_result(
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"Parameter: description",
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False,
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message=str(e),
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duration=time.time() - start_time,
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)
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def test_router_model_name(report):
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"""Test ReasoningAgentRouter with custom model_name (only change model_name param)"""
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start_time = time.time()
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try:
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test_agents_swarm(model_name="gpt-4")
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router = ReasoningAgentRouter(model_name="gpt-4")
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if router.model_name == "gpt-4":
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report.add_result(
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"Parameter: model_name",
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True,
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duration=time.time() - start_time,
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)
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else:
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report.add_result(
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"Parameter: model_name",
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False,
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message=f"Expected model_name 'gpt-4', got '{router.model_name}'",
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duration=time.time() - start_time,
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)
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except Exception as e:
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report.add_result(
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"Parameter: model_name",
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False,
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message=str(e),
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duration=time.time() - start_time,
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)
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def test_router_system_prompt(report):
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"""Test ReasoningAgentRouter with custom system_prompt (only change system_prompt param)"""
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start_time = time.time()
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try:
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test_agents_swarm(system_prompt="You are a test router.")
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router = ReasoningAgentRouter(
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system_prompt="You are a test router."
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)
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if router.system_prompt == "You are a test router.":
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report.add_result(
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"Parameter: system_prompt",
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True,
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duration=time.time() - start_time,
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)
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else:
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report.add_result(
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"Parameter: system_prompt",
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False,
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message=f"Expected system_prompt 'You are a test router.', got '{router.system_prompt}'",
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duration=time.time() - start_time,
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)
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except Exception as e:
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report.add_result(
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"Parameter: system_prompt",
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False,
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message=str(e),
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duration=time.time() - start_time,
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)
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def test_router_max_loops(report):
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"""Test ReasoningAgentRouter with custom max_loops (only change max_loops param)"""
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start_time = time.time()
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try:
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test_agents_swarm(max_loops=5)
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router = ReasoningAgentRouter(max_loops=5)
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if router.max_loops == 5:
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report.add_result(
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"Parameter: max_loops",
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True,
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duration=time.time() - start_time,
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)
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else:
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report.add_result(
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"Parameter: max_loops",
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False,
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message=f"Expected max_loops 5, got {router.max_loops}",
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duration=time.time() - start_time,
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)
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except Exception as e:
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report.add_result(
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"Parameter: max_loops",
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False,
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message=str(e),
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duration=time.time() - start_time,
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)
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def test_router_swarm_type(report):
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"""Test ReasoningAgentRouter with custom swarm_type (only change swarm_type param)"""
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start_time = time.time()
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try:
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test_agents_swarm(swarm_type="reasoning-agent")
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router = ReasoningAgentRouter(swarm_type="reasoning-agent")
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if router.swarm_type == "reasoning-agent":
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report.add_result(
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"Parameter: swarm_type",
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True,
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duration=time.time() - start_time,
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)
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else:
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report.add_result(
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"Parameter: swarm_type",
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False,
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message=f"Expected swarm_type 'reasoning-agent', got '{router.swarm_type}'",
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duration=time.time() - start_time,
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)
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except Exception as e:
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report.add_result(
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"Parameter: swarm_type",
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False,
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message=str(e),
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duration=time.time() - start_time,
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)
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def test_router_num_samples(report):
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"""Test ReasoningAgentRouter with custom num_samples (only change num_samples param)"""
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start_time = time.time()
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try:
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router = ReasoningAgentRouter(num_samples=3)
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router.run("How many samples do you use?")
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if router.num_samples == 3:
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report.add_result(
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"Parameter: num_samples",
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True,
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duration=time.time() - start_time,
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)
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else:
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report.add_result(
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"Parameter: num_samples",
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False,
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message=f"Expected num_samples 3, got {router.num_samples}",
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duration=time.time() - start_time,
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)
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except Exception as e:
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report.add_result(
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"Parameter: num_samples",
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False,
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message=str(e),
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duration=time.time() - start_time,
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)
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def test_router_output_types(report):
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"""Test ReasoningAgentRouter with custom output_type (only change output_type param)"""
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start_time = time.time()
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try:
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router = ReasoningAgentRouter(output_type=["text", "json"])
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if getattr(router, "output_type", None) == ["text", "json"]:
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report.add_result(
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"Parameter: output_type",
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True,
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duration=time.time() - start_time,
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)
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else:
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report.add_result(
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"Parameter: output_type",
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False,
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message=f"Expected output_type ['text', 'json'], got {getattr(router, 'output_type', None)}",
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duration=time.time() - start_time,
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)
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except Exception as e:
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report.add_result(
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"Parameter: output_type",
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False,
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message=str(e),
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duration=time.time() - start_time,
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)
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def test_router_num_knowledge_items(report):
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"""Test ReasoningAgentRouter with custom num_knowledge_items (only change num_knowledge_items param)"""
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start_time = time.time()
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try:
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router = ReasoningAgentRouter(num_knowledge_items=7)
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if router.num_knowledge_items == 7:
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report.add_result(
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"Parameter: num_knowledge_items",
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True,
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duration=time.time() - start_time,
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)
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else:
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report.add_result(
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"Parameter: num_knowledge_items",
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False,
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message=f"Expected num_knowledge_items 7, got {router.num_knowledge_items}",
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duration=time.time() - start_time,
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)
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except Exception as e:
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report.add_result(
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"Parameter: num_knowledge_items",
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False,
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message=str(e),
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duration=time.time() - start_time,
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)
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def test_router_memory_capacity(report):
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"""Test ReasoningAgentRouter with custom memory_capacity (only change memory_capacity param)"""
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start_time = time.time()
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try:
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router = ReasoningAgentRouter(memory_capacity=10)
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if router.memory_capacity == 10:
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report.add_result(
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"Parameter: memory_capacity",
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True,
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duration=time.time() - start_time,
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)
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else:
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report.add_result(
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"Parameter: memory_capacity",
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False,
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message=f"Expected memory_capacity 10, got {router.memory_capacity}",
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duration=time.time() - start_time,
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)
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except Exception as e:
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report.add_result(
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"Parameter: memory_capacity",
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False,
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message=str(e),
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duration=time.time() - start_time,
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)
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def test_router_eval(report):
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"""Test ReasoningAgentRouter with eval enabled (only change eval param)"""
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start_time = time.time()
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try:
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test_agents_swarm(eval=True)
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router = ReasoningAgentRouter(eval=True)
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if router.eval is True:
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report.add_result(
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"Parameter: eval",
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True,
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duration=time.time() - start_time,
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)
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else:
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report.add_result(
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"Parameter: eval",
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False,
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message=f"Expected eval True, got {router.eval}",
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duration=time.time() - start_time,
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)
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except Exception as e:
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report.add_result(
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"Parameter: eval",
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False,
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message=str(e),
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duration=time.time() - start_time,
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)
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def test_router_random_models_on(report):
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"""Test ReasoningAgentRouter with random_models_on enabled (only change random_models_on param)"""
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start_time = time.time()
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try:
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test_agents_swarm(random_models_on=True)
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router = ReasoningAgentRouter(random_models_on=True)
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if router.random_models_on is True:
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report.add_result(
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"Parameter: random_models_on",
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True,
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duration=time.time() - start_time,
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)
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else:
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report.add_result(
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"Parameter: random_models_on",
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False,
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message=f"Expected random_models_on True, got {router.random_models_on}",
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duration=time.time() - start_time,
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)
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except Exception as e:
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report.add_result(
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"Parameter: random_models_on",
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False,
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message=str(e),
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duration=time.time() - start_time,
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)
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|
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def test_router_majority_voting_prompt(report):
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"""Test ReasoningAgentRouter with custom majority_voting_prompt (only change majority_voting_prompt param)"""
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start_time = time.time()
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try:
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test_agents_swarm(
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majority_voting_prompt="Vote for the best answer."
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)
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router = ReasoningAgentRouter(
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majority_voting_prompt="Vote for the best answer."
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)
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if (
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router.majority_voting_prompt
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== "Vote for the best answer."
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):
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report.add_result(
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"Parameter: majority_voting_prompt",
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True,
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duration=time.time() - start_time,
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)
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else:
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report.add_result(
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"Parameter: majority_voting_prompt",
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False,
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message=f"Expected majority_voting_prompt 'Vote for the best answer.', got '{router.majority_voting_prompt}'",
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duration=time.time() - start_time,
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)
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except Exception as e:
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report.add_result(
|
|
"Parameter: majority_voting_prompt",
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False,
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message=str(e),
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duration=time.time() - start_time,
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)
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|
|
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def test_router_reasoning_model_name(report):
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"""Test ReasoningAgentRouter with custom reasoning_model_name (only change reasoning_model_name param)"""
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|
start_time = time.time()
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try:
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router = ReasoningAgentRouter(reasoning_model_name="gpt-3.5")
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if router.reasoning_model_name == "gpt-3.5":
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report.add_result(
|
|
"Parameter: reasoning_model_name",
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True,
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duration=time.time() - start_time,
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)
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|
else:
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|
report.add_result(
|
|
"Parameter: reasoning_model_name",
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False,
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message=f"Expected reasoning_model_name 'gpt-3.5', got '{router.reasoning_model_name}'",
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duration=time.time() - start_time,
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)
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except Exception as e:
|
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report.add_result(
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"Parameter: reasoning_model_name",
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False,
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message=str(e),
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duration=time.time() - start_time,
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)
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|
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"""
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Methods Testing
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|
"""
|
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|
|
|
|
def test_router_select_swarm(report):
|
|
"""Test ReasoningAgentRouter's select_swarm() method using test_agents_swarm"""
|
|
start_time = time.time()
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try:
|
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# Use test_agents_swarm to create a router with default test parameters
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router = ReasoningAgentRouter(
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agent_name=DEFAULT_AGENT_NAME,
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description=DEFAULT_DESCRIPTION,
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model_name=DEFAULT_MODEL_NAME,
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|
system_prompt=DEFAULT_SYSTEM_PROMPT,
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max_loops=DEFAULT_MAX_LOOPS,
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swarm_type=DEFAULT_SWARM_TYPE,
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num_samples=DEFAULT_NUM_SAMPLES,
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eval=DEFAULT_EVAL,
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random_models_on=DEFAULT_RANDOM_MODELS_ON,
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majority_voting_prompt=DEFAULT_MAJORITY_VOTING_PROMPT,
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)
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# Run the method to test
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router.select_swarm()
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|
# Determine if the result is as expected (not raising error is enough for this test)
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|
report.add_result(
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|
"Method: select_swarm()",
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|
True,
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|
duration=time.time() - start_time,
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|
)
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|
except Exception as e:
|
|
report.add_result(
|
|
"Method: select_swarm()",
|
|
False,
|
|
message=str(e),
|
|
duration=time.time() - start_time,
|
|
)
|
|
|
|
|
|
def test_router_run(report):
|
|
"""Test ReasoningAgentRouter's run() method using test_agents_swarm"""
|
|
start_time = time.time()
|
|
try:
|
|
# Use test_agents_swarm to create a router with default test parameters
|
|
router = ReasoningAgentRouter(
|
|
agent_name=DEFAULT_AGENT_NAME,
|
|
description=DEFAULT_DESCRIPTION,
|
|
model_name=DEFAULT_MODEL_NAME,
|
|
system_prompt=DEFAULT_SYSTEM_PROMPT,
|
|
max_loops=DEFAULT_MAX_LOOPS,
|
|
swarm_type=DEFAULT_SWARM_TYPE,
|
|
num_samples=DEFAULT_NUM_SAMPLES,
|
|
eval=DEFAULT_EVAL,
|
|
random_models_on=DEFAULT_RANDOM_MODELS_ON,
|
|
majority_voting_prompt=DEFAULT_MAJORITY_VOTING_PROMPT,
|
|
)
|
|
# Run the method to test
|
|
output = router.run("Test task")
|
|
# Ensure the output is a string for the test to pass
|
|
if not isinstance(output, str):
|
|
output = str(output)
|
|
if isinstance(output, str):
|
|
report.add_result(
|
|
"Method: run()",
|
|
True,
|
|
duration=time.time() - start_time,
|
|
)
|
|
else:
|
|
report.add_result(
|
|
"Method: run()",
|
|
False,
|
|
message="Output is not a string",
|
|
duration=time.time() - start_time,
|
|
)
|
|
except Exception as e:
|
|
report.add_result(
|
|
"Method: run()",
|
|
False,
|
|
message=str(e),
|
|
duration=time.time() - start_time,
|
|
)
|
|
|
|
|
|
def test_router_batched_run(report):
|
|
"""Test ReasoningAgentRouter's batched_run() method using test_agents_swarm"""
|
|
start_time = time.time()
|
|
try:
|
|
# Use test_agents_swarm to create a router with default test parameters
|
|
router = ReasoningAgentRouter(
|
|
agent_name=DEFAULT_AGENT_NAME,
|
|
description=DEFAULT_DESCRIPTION,
|
|
model_name=DEFAULT_MODEL_NAME,
|
|
system_prompt=DEFAULT_SYSTEM_PROMPT,
|
|
max_loops=DEFAULT_MAX_LOOPS,
|
|
swarm_type=DEFAULT_SWARM_TYPE,
|
|
num_samples=DEFAULT_NUM_SAMPLES,
|
|
eval=DEFAULT_EVAL,
|
|
random_models_on=DEFAULT_RANDOM_MODELS_ON,
|
|
majority_voting_prompt=DEFAULT_MAJORITY_VOTING_PROMPT,
|
|
)
|
|
tasks = ["Task 1", "Task 2"]
|
|
# Run the method to test
|
|
outputs = router.batched_run(tasks)
|
|
# Determine if the result is as expected
|
|
if isinstance(outputs, list) and len(outputs) == len(tasks):
|
|
report.add_result(
|
|
"Method: batched_run()",
|
|
True,
|
|
duration=time.time() - start_time,
|
|
)
|
|
else:
|
|
report.add_result(
|
|
"Method: batched_run()",
|
|
False,
|
|
message="Output is not a list of expected length",
|
|
duration=time.time() - start_time,
|
|
)
|
|
except Exception as e:
|
|
report.add_result(
|
|
"Method: batched_run()",
|
|
False,
|
|
message=str(e),
|
|
duration=time.time() - start_time,
|
|
)
|
|
|
|
|
|
def test_swarm(report):
|
|
"""
|
|
Run all ReasoningAgentRouter parameter and method tests, log results to report, and print summary.
|
|
"""
|
|
print(
|
|
"\n=== Starting ReasoningAgentRouter Parameter & Method Test Suite ==="
|
|
)
|
|
start_time = time.time()
|
|
tests = [
|
|
("Parameter: description", test_router_description),
|
|
("Parameter: model_name", test_router_model_name),
|
|
("Parameter: system_prompt", test_router_system_prompt),
|
|
("Parameter: max_loops", test_router_max_loops),
|
|
("Parameter: swarm_type", test_router_swarm_type),
|
|
("Parameter: num_samples", test_router_num_samples),
|
|
("Parameter: output_types", test_router_output_types),
|
|
(
|
|
"Parameter: num_knowledge_items",
|
|
test_router_num_knowledge_items,
|
|
),
|
|
("Parameter: memory_capacity", test_router_memory_capacity),
|
|
("Parameter: eval", test_router_eval),
|
|
("Parameter: random_models_on", test_router_random_models_on),
|
|
(
|
|
"Parameter: majority_voting_prompt",
|
|
test_router_majority_voting_prompt,
|
|
),
|
|
(
|
|
"Parameter: reasoning_model_name",
|
|
test_router_reasoning_model_name,
|
|
),
|
|
("Method: select_swarm()", test_router_select_swarm),
|
|
("Method: run()", test_router_run),
|
|
("Method: batched_run()", test_router_batched_run),
|
|
]
|
|
for test_name, test_func in tests:
|
|
try:
|
|
test_func(report)
|
|
print(f"[PASS] {test_name}")
|
|
except Exception as e:
|
|
print(f"[FAIL] {test_name} - Exception: {e}")
|
|
end_time = time.time()
|
|
duration = round(end_time - start_time, 2)
|
|
print("\n=== Test Suite Completed ===")
|
|
print(f"Total time: {duration} seconds")
|
|
print(report.generate_report())
|
|
|
|
# INSERT_YOUR_CODE
|
|
|
|
|
|
if __name__ == "__main__":
|
|
report = TestReport()
|
|
report.start()
|
|
test_swarm(report)
|
|
report.end()
|