import copy from typing import Dict, List import pytest from autogen.agentchat.contrib.capabilities.transforms import MessageHistoryLimiter, MessageTokenLimiter, _count_tokens def get_long_messages() -> List[Dict]: return [ {"role": "assistant", "content": [{"type": "text", "text": "are you doing?"}]}, {"role": "user", "content": "very very very very very very long string"}, {"role": "user", "content": "hello"}, {"role": "assistant", "content": [{"type": "text", "text": "there"}]}, {"role": "user", "content": "how"}, ] def get_short_messages() -> List[Dict]: return [ {"role": "user", "content": "hello"}, {"role": "assistant", "content": [{"type": "text", "text": "there"}]}, {"role": "user", "content": "how"}, ] def get_no_content_messages() -> List[Dict]: return [{"role": "user", "function_call": "example"}, {"role": "assistant", "content": None}] @pytest.fixture def message_history_limiter() -> MessageHistoryLimiter: return MessageHistoryLimiter(max_messages=3) @pytest.fixture def message_token_limiter() -> MessageTokenLimiter: return MessageTokenLimiter(max_tokens_per_message=3) # MessageHistoryLimiter tests @pytest.mark.parametrize( "messages, expected_messages_len", [(get_long_messages(), 3), (get_short_messages(), 3), (get_no_content_messages(), 2)], ) def test_message_history_limiter_apply_transform(message_history_limiter, messages, expected_messages_len): transformed_messages = message_history_limiter.apply_transform(messages) assert len(transformed_messages) == expected_messages_len @pytest.mark.parametrize( "messages, expected_logs, expected_effect", [ (get_long_messages(), "Removed 2 messages. Number of messages reduced from 5 to 3.", True), (get_short_messages(), "No messages were removed.", False), (get_no_content_messages(), "No messages were removed.", False), ], ) def test_message_history_limiter_get_logs(message_history_limiter, messages, expected_logs, expected_effect): pre_transform_messages = copy.deepcopy(messages) transformed_messages = message_history_limiter.apply_transform(messages) logs_str, had_effect = message_history_limiter.get_logs(pre_transform_messages, transformed_messages) assert had_effect == expected_effect assert logs_str == expected_logs # MessageTokenLimiter tests @pytest.mark.parametrize( "messages, expected_token_count, expected_messages_len", [(get_long_messages(), 9, 5), (get_short_messages(), 3, 3), (get_no_content_messages(), 0, 2)], ) def test_message_token_limiter_apply_transform( message_token_limiter, messages, expected_token_count, expected_messages_len ): transformed_messages = message_token_limiter.apply_transform(messages) assert ( sum(_count_tokens(msg["content"]) for msg in transformed_messages if "content" in msg) == expected_token_count ) assert len(transformed_messages) == expected_messages_len @pytest.mark.parametrize( "messages, expected_logs, expected_effect", [ (get_long_messages(), "Truncated 6 tokens. Number of tokens reduced from 15 to 9", True), (get_short_messages(), "No tokens were truncated.", False), (get_no_content_messages(), "No tokens were truncated.", False), ], ) def test_message_token_limiter_get_logs(message_token_limiter, messages, expected_logs, expected_effect): pre_transform_messages = copy.deepcopy(messages) transformed_messages = message_token_limiter.apply_transform(messages) logs_str, had_effect = message_token_limiter.get_logs(pre_transform_messages, transformed_messages) assert had_effect == expected_effect assert logs_str == expected_logs if __name__ == "__main__": long_messages = get_long_messages() short_messages = get_short_messages() message_history_limiter = MessageHistoryLimiter(max_messages=3) message_token_limiter = MessageTokenLimiter(max_tokens_per_message=3) # Call the MessageHistoryLimiter tests test_message_history_limiter_apply_transform(message_history_limiter, long_messages, 3) test_message_history_limiter_apply_transform(message_history_limiter, short_messages, 3) test_message_history_limiter_get_logs( message_history_limiter, long_messages, "Removed 2 messages. Number of messages reduced from 5 to 3.", True ) test_message_history_limiter_get_logs(message_history_limiter, short_messages, "No messages were removed.", False) # Call the MessageTokenLimiter tests test_message_token_limiter_apply_transform(message_token_limiter, long_messages, 9) test_message_token_limiter_apply_transform(message_token_limiter, short_messages, 3) test_message_token_limiter_get_logs( message_token_limiter, long_messages, "Truncated 6 tokens. Number of tokens reduced from 15 to 9", True ) test_message_token_limiter_get_logs(message_token_limiter, short_messages, "No tokens were truncated.", False)