import pipecat.processors.aggregators.llm_context as ctx_mod
import inspect

# Check OpenAIContextAggregatorPair
print("=== OpenAIContextAggregatorPair ===")
cls = ctx_mod.OpenAIContextAggregatorPair
sig = inspect.signature(cls.__init__)
print(f"__init__ params: {list(sig.parameters.keys())}")

# Check OpenAILLMContextAggregatorPair
print()
print("=== OpenAILLMContextAggregatorPair ===")
cls2 = ctx_mod.OpenAILLMContextAggregatorPair
sig2 = inspect.signature(cls2.__init__)
print(f"__init__ params: {list(sig2.parameters.keys())}")

# Check methods
print()
print("=== OpenAIContextAggregatorPair methods ===")
for name in dir(ctx_mod.OpenAIContextAggregatorPair):
    if not name.startswith('_'):
        print(f"  {name}")

# Check LLMUserContextAggregator
print()
print("=== LLMUserContextAggregator __init__ ===")
cls3 = ctx_mod.LLMUserContextAggregator
sig3 = inspect.signature(cls3.__init__)
print(f"params: {list(sig3.parameters.keys())}")