import pytest from llama_index.llms import ChatMessage, MessageRole from private_gpt.components.llm.prompt_helper import ( DefaultPromptStyle, Llama2PromptStyle, TagPromptStyle, get_prompt_style, ) @pytest.mark.parametrize( ("prompt_style", "expected_prompt_style"), [ ("default", DefaultPromptStyle), ("llama2", Llama2PromptStyle), ("tag", TagPromptStyle), ], ) def test_get_prompt_style_success(prompt_style, expected_prompt_style): assert get_prompt_style(prompt_style) == expected_prompt_style def test_get_prompt_style_failure(): prompt_style = "unknown" with pytest.raises(ValueError) as exc_info: get_prompt_style(prompt_style) assert str(exc_info.value) == f"Unknown prompt_style='{prompt_style}'" def test_tag_prompt_style_format(): prompt_style = TagPromptStyle() messages = [ ChatMessage(content="You are an AI assistant.", role=MessageRole.SYSTEM), ChatMessage(content="Hello, how are you doing?", role=MessageRole.USER), ] expected_prompt = ( "<|system|>: You are an AI assistant.\n" "<|user|>: Hello, how are you doing?\n" "<|assistant|>: " ) assert prompt_style.messages_to_prompt(messages) == expected_prompt def test_tag_prompt_style_format_with_system_prompt(): system_prompt = "This is a system prompt from configuration." prompt_style = TagPromptStyle(default_system_prompt=system_prompt) messages = [ ChatMessage(content="Hello, how are you doing?", role=MessageRole.USER), ] expected_prompt = ( f"<|system|>: {system_prompt}\n" "<|user|>: Hello, how are you doing?\n" "<|assistant|>: " ) assert prompt_style.messages_to_prompt(messages) == expected_prompt messages = [ ChatMessage( content="FOO BAR Custom sys prompt from messages.", role=MessageRole.SYSTEM ), ChatMessage(content="Hello, how are you doing?", role=MessageRole.USER), ] expected_prompt = ( "<|system|>: FOO BAR Custom sys prompt from messages.\n" "<|user|>: Hello, how are you doing?\n" "<|assistant|>: " ) assert prompt_style.messages_to_prompt(messages) == expected_prompt def test_llama2_prompt_style_format(): prompt_style = Llama2PromptStyle() messages = [ ChatMessage(content="You are an AI assistant.", role=MessageRole.SYSTEM), ChatMessage(content="Hello, how are you doing?", role=MessageRole.USER), ] expected_prompt = ( " [INST] <>\n" " You are an AI assistant. \n" "<>\n" "\n" " Hello, how are you doing? [/INST]" ) assert prompt_style.messages_to_prompt(messages) == expected_prompt def test_llama2_prompt_style_with_system_prompt(): system_prompt = "This is a system prompt from configuration." prompt_style = Llama2PromptStyle(default_system_prompt=system_prompt) messages = [ ChatMessage(content="Hello, how are you doing?", role=MessageRole.USER), ] expected_prompt = ( " [INST] <>\n" f" {system_prompt} \n" "<>\n" "\n" " Hello, how are you doing? [/INST]" ) assert prompt_style.messages_to_prompt(messages) == expected_prompt messages = [ ChatMessage( content="FOO BAR Custom sys prompt from messages.", role=MessageRole.SYSTEM ), ChatMessage(content="Hello, how are you doing?", role=MessageRole.USER), ] expected_prompt = ( " [INST] <>\n" " FOO BAR Custom sys prompt from messages. \n" "<>\n" "\n" " Hello, how are you doing? [/INST]" ) assert prompt_style.messages_to_prompt(messages) == expected_prompt