llama-stack/tests/test_inference.py

# Run this test using the following command:
# python -m unittest tests/test_inference.py

import asyncio
import os
import textwrap
import unittest

from datetime import datetime

from llama_models.llama3.api.datatypes import (
    BuiltinTool,
    StopReason,
    SystemMessage,
    ToolDefinition,
    ToolParamDefinition,
    ToolPromptFormat,
    ToolResponseMessage,
    UserMessage,
)

from llama_toolchain.inference.api import (
    ChatCompletionRequest,
    ChatCompletionResponseEventType,
)
from llama_toolchain.inference.meta_reference.config import MetaReferenceImplConfig
from llama_toolchain.inference.meta_reference.inference import get_provider_impl


MODEL = "Meta-Llama3.1-8B-Instruct"
HELPER_MSG = """
This test needs llama-3.1-8b-instruct models.
Please donwload using the llama cli

llama download --source huggingface --model-id llama3_1_8b_instruct --hf-token <HF_TOKEN>
"""


class InferenceTests(unittest.IsolatedAsyncioTestCase):
    @classmethod
    def setUpClass(cls):
        # This runs the async setup function
        asyncio.run(cls.asyncSetUpClass())

    @classmethod
    async def asyncSetUpClass(cls):
        # assert model exists on local
        model_dir = os.path.expanduser(f"~/.llama/checkpoints/{MODEL}/original/")
        assert os.path.isdir(model_dir), HELPER_MSG

        tokenizer_path = os.path.join(model_dir, "tokenizer.model")
        assert os.path.exists(tokenizer_path), HELPER_MSG

        config = MetaReferenceImplConfig(
            model=MODEL,
            max_seq_len=2048,
        )

        cls.api = await get_provider_impl(config, {})
        await cls.api.initialize()

    @classmethod
    def tearDownClass(cls):
        # This runs the async teardown function
        asyncio.run(cls.asyncTearDownClass())

    @classmethod
    async def asyncTearDownClass(cls):
        await cls.api.shutdown()

    async def asyncSetUp(self):
        self.valid_supported_model = MODEL
        self.custom_tool_defn = ToolDefinition(
            tool_name="get_boiling_point",
            description="Get the boiling point of a imaginary liquids (eg. polyjuice)",
            parameters={
                "liquid_name": ToolParamDefinition(
                    param_type="str",
                    description="The name of the liquid",
                    required=True,
                ),
                "celcius": ToolParamDefinition(
                    param_type="boolean",
                    description="Whether to return the boiling point in Celcius",
                    required=False,
                ),
            },
        )

    async def test_text(self):
        request = ChatCompletionRequest(
            model=self.valid_supported_model,
            messages=[
                UserMessage(
                    content="What is the capital of France?",
                ),
            ],
            stream=False,
        )
        iterator = InferenceTests.api.chat_completion(request)

        async for chunk in iterator:
            response = chunk

        result = response.completion_message.content
        self.assertTrue("Paris" in result, result)

    async def test_text_streaming(self):
        request = ChatCompletionRequest(
            model=self.valid_supported_model,
            messages=[
                UserMessage(
                    content="What is the capital of France?",
                ),
            ],
            stream=True,
        )
        iterator = InferenceTests.api.chat_completion(request)

        events = []
        async for chunk in iterator:
            events.append(chunk.event)
            # print(f"{chunk.event.event_type:<40} | {str(chunk.event.stop_reason):<26} | {chunk.event.delta} ")

        self.assertEqual(events[0].event_type, ChatCompletionResponseEventType.start)
        self.assertEqual(
            events[-1].event_type, ChatCompletionResponseEventType.complete
        )

        response = ""
        for e in events[1:-1]:
            response += e.delta

        self.assertTrue("Paris" in response, response)

    async def test_custom_tool_call(self):
        request = ChatCompletionRequest(
            model=self.valid_supported_model,
            messages=[
                UserMessage(
                    content="Use provided function to find the boiling point of polyjuice in fahrenheit?",
                ),
            ],
            stream=False,
            tools=[self.custom_tool_defn],
        )
        iterator = InferenceTests.api.chat_completion(request)
        async for r in iterator:
            response = r

        completion_message = response.completion_message

        self.assertEqual(completion_message.content, "")

        # FIXME: This test fails since there is a bug where
        # custom tool calls return incoorect stop_reason as out_of_tokens
        # instead of end_of_turn
        # self.assertEqual(completion_message.stop_reason, StopReason.end_of_turn)

        self.assertEqual(
            len(completion_message.tool_calls), 1, completion_message.tool_calls
        )
        self.assertEqual(
            completion_message.tool_calls[0].tool_name, "get_boiling_point"
        )

        args = completion_message.tool_calls[0].arguments
        self.assertTrue(isinstance(args, dict))
        self.assertTrue(args["liquid_name"], "polyjuice")

    async def test_tool_call_streaming(self):
        request = ChatCompletionRequest(
            model=self.valid_supported_model,
            messages=[
                UserMessage(
                    content="Who is the current US President?",
                ),
            ],
            tools=[ToolDefinition(tool_name=BuiltinTool.brave_search)],
            stream=True,
        )
        iterator = InferenceTests.api.chat_completion(request)

        events = []
        async for chunk in iterator:
            # print(f"{chunk.event.event_type:<40} | {str(chunk.event.stop_reason):<26} | {chunk.event.delta} ")
            events.append(chunk.event)

        self.assertEqual(events[0].event_type, ChatCompletionResponseEventType.start)
        # last event is of type "complete"
        self.assertEqual(
            events[-1].event_type, ChatCompletionResponseEventType.complete
        )
        # last but one event should be eom with tool call
        self.assertEqual(
            events[-2].event_type, ChatCompletionResponseEventType.progress
        )
        self.assertEqual(events[-2].stop_reason, StopReason.end_of_message)
        self.assertEqual(events[-2].delta.content.tool_name, BuiltinTool.brave_search)

    async def test_custom_tool_call_streaming(self):
        request = ChatCompletionRequest(
            model=self.valid_supported_model,
            messages=[
                UserMessage(
                    content="Use provided function to find the boiling point of polyjuice?",
                ),
            ],
            stream=True,
            tools=[self.custom_tool_defn],
            tool_prompt_format=ToolPromptFormat.function_tag,
        )
        iterator = InferenceTests.api.chat_completion(request)
        events = []
        async for chunk in iterator:
            # print(
            #     f"{chunk.event.event_type:<40} | {str(chunk.event.stop_reason):<26} | {chunk.event.delta} "
            # )
            events.append(chunk.event)

        self.assertEqual(events[0].event_type, ChatCompletionResponseEventType.start)
        # last event is of type "complete"
        self.assertEqual(
            events[-1].event_type, ChatCompletionResponseEventType.complete
        )
        self.assertEqual(events[-1].stop_reason, StopReason.end_of_turn)
        # last but one event should be eom with tool call
        self.assertEqual(
            events[-2].event_type, ChatCompletionResponseEventType.progress
        )
        self.assertEqual(events[-2].stop_reason, StopReason.end_of_turn)
        self.assertEqual(events[-2].delta.content.tool_name, "get_boiling_point")

    async def test_multi_turn(self):
        request = ChatCompletionRequest(
            model=self.valid_supported_model,
            messages=[
                UserMessage(
                    content="Search the web and tell me who the "
                    "44th president of the United States was",
                ),
                ToolResponseMessage(
                    call_id="1",
                    tool_name=BuiltinTool.brave_search,
                    # content='{"query": "44th president of the United States", "top_k": [{"title": "Barack Obama | The White House", "url": "https://www.whitehouse.gov/about-the-white-house/presidents/barack-obama/", "description": "<strong>Barack Obama</strong> served as the 44th President of the United States. His story is the American story \\u2014 values from the heartland, a middle-class upbringing in a strong family, hard work and education as the means of getting ahead, and the conviction that a life so blessed should be lived in service ...", "type": "search_result"}, {"title": "Barack Obama \\u2013 The White House", "url": "https://trumpwhitehouse.archives.gov/about-the-white-house/presidents/barack-obama/", "description": "After working his way through college with the help of scholarships and student loans, <strong>President Obama</strong> moved to Chicago, where he worked with a group of churches to help rebuild communities devastated by the closure of local steel plants.", "type": "search_result"}, [{"type": "video_result", "url": "https://www.instagram.com/reel/CzMZbJmObn9/", "title": "Fifteen years ago, on Nov. 4, Barack Obama was elected as ...", "description": ""}, {"type": "video_result", "url": "https://video.alexanderstreet.com/watch/the-44th-president-barack-obama?context=channel:barack-obama", "title": "The 44th President (Barack Obama) - Alexander Street, a ...", "description": "You need to enable JavaScript to run this app"}, {"type": "video_result", "url": "https://www.youtube.com/watch?v=iyL7_2-em5k", "title": "Barack Obama for Kids | Learn about the life and contributions ...", "description": "Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube."}, {"type": "video_result", "url": "https://www.britannica.com/video/172743/overview-Barack-Obama", "title": "President of the United States of America Barack Obama | Britannica", "description": "[NARRATOR] Barack Obama was elected the 44th president of the United States in 2008, becoming the first African American to hold the office. Obama vowed to bring change to the political system."}, {"type": "video_result", "url": "https://www.youtube.com/watch?v=rvr2g8-5dcE", "title": "The 44th President: In His Own Words - Toughest Day | Special ...", "description": "President Obama reflects on his toughest day in the Presidency and seeing Secret Service cry for the first time. Watch the premiere of The 44th President: In..."}]]}',
                    content='"Barack Obama"',
                ),
            ],
            stream=True,
            tools=[ToolDefinition(tool_name=BuiltinTool.brave_search)],
        )
        iterator = self.api.chat_completion(request)

        events = []
        async for chunk in iterator:
            events.append(chunk.event)

        response = ""
        for e in events[1:-1]:
            response += e.delta

        self.assertTrue("obama" in response.lower())