Bakalarska_praca/tests/test_prompt_helper.py

import pytest
from llama_index.core.llms import ChatMessage, MessageRole

from private_gpt.components.llm.prompt_helper import (
    ChatMLPromptStyle,
    DefaultPromptStyle,
    Llama2PromptStyle,
    Llama3PromptStyle,
    MistralPromptStyle,
    TagPromptStyle,
    get_prompt_style,
)


@pytest.mark.parametrize(
    ("prompt_style", "expected_prompt_style"),
    [
        ("default", DefaultPromptStyle),
        ("llama2", Llama2PromptStyle),
        ("tag", TagPromptStyle),
        ("mistral", MistralPromptStyle),
        ("chatml", ChatMLPromptStyle),
    ],
)
def test_get_prompt_style_success(prompt_style, expected_prompt_style):
    assert isinstance(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():
    prompt_style = TagPromptStyle()
    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_mistral_prompt_style_format():
    prompt_style = MistralPromptStyle()
    messages = [
        ChatMessage(content="A", role=MessageRole.SYSTEM),
        ChatMessage(content="B", role=MessageRole.USER),
    ]
    expected_prompt = "<s>[INST] A\nB [/INST]"
    assert prompt_style.messages_to_prompt(messages) == expected_prompt

    messages2 = [
        ChatMessage(content="A", role=MessageRole.SYSTEM),
        ChatMessage(content="B", role=MessageRole.USER),
        ChatMessage(content="C", role=MessageRole.ASSISTANT),
        ChatMessage(content="D", role=MessageRole.USER),
    ]
    expected_prompt2 = "<s>[INST] A\nB [/INST] C</s><s>[INST] D [/INST]"
    assert prompt_style.messages_to_prompt(messages2) == expected_prompt2


def test_chatml_prompt_style_format():
    prompt_style = ChatMLPromptStyle()
    messages = [
        ChatMessage(content="You are an AI assistant.", role=MessageRole.SYSTEM),
        ChatMessage(content="Hello, how are you doing?", role=MessageRole.USER),
    ]

    expected_prompt = (
        "<|im_start|>system\n"
        "You are an AI assistant.<|im_end|>\n"
        "<|im_start|>user\n"
        "Hello, how are you doing?<|im_end|>\n"
        "<|im_start|>assistant\n"
    )

    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 = (
        "<s> [INST] <<SYS>>\n"
        " You are an AI assistant. \n"
        "<</SYS>>\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():
    prompt_style = Llama2PromptStyle()
    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 = (
        "<s> [INST] <<SYS>>\n"
        " FOO BAR Custom sys prompt from messages. \n"
        "<</SYS>>\n"
        "\n"
        " Hello, how are you doing? [/INST]"
    )

    assert prompt_style.messages_to_prompt(messages) == expected_prompt


def test_llama3_prompt_style_format():
    prompt_style = Llama3PromptStyle()
    messages = [
        ChatMessage(content="You are a helpful assistant", role=MessageRole.SYSTEM),
        ChatMessage(content="Hello, how are you doing?", role=MessageRole.USER),
    ]

    expected_prompt = (
        "<|start_header_id|>system<|end_header_id|>\n\n"
        "You are a helpful assistant<|eot_id|>"
        "<|start_header_id|>user<|end_header_id|>\n\n"
        "Hello, how are you doing?<|eot_id|>"
        "<|start_header_id|>assistant<|end_header_id|>\n\n"
    )

    assert prompt_style.messages_to_prompt(messages) == expected_prompt


def test_llama3_prompt_style_with_default_system():
    prompt_style = Llama3PromptStyle()
    messages = [
        ChatMessage(content="Hello!", role=MessageRole.USER),
    ]
    expected = (
        "<|start_header_id|>system<|end_header_id|>\n\n"
        f"{prompt_style.DEFAULT_SYSTEM_PROMPT}<|eot_id|>"
        "<|start_header_id|>user<|end_header_id|>\n\nHello!<|eot_id|>"
        "<|start_header_id|>assistant<|end_header_id|>\n\n"
    )
    assert prompt_style._messages_to_prompt(messages) == expected


def test_llama3_prompt_style_with_assistant_response():
    prompt_style = Llama3PromptStyle()
    messages = [
        ChatMessage(content="You are a helpful assistant", role=MessageRole.SYSTEM),
        ChatMessage(content="What is the capital of France?", role=MessageRole.USER),
        ChatMessage(
            content="The capital of France is Paris.", role=MessageRole.ASSISTANT
        ),
    ]

    expected_prompt = (
        "<|start_header_id|>system<|end_header_id|>\n\n"
        "You are a helpful assistant<|eot_id|>"
        "<|start_header_id|>user<|end_header_id|>\n\n"
        "What is the capital of France?<|eot_id|>"
        "<|start_header_id|>assistant<|end_header_id|>\n\n"
        "The capital of France is Paris.<|eot_id|>"
    )

    assert prompt_style.messages_to_prompt(messages) == expected_prompt