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add NVIDIA NIM inference adapter
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117
tests/nvidia/integration/test_inference.py
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117
tests/nvidia/integration/test_inference.py
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# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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import itertools
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from typing import Generator, List, Tuple
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import pytest
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from llama_stack.apis.inference import (
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ChatCompletionResponse,
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CompletionMessage,
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Inference,
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Message,
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StopReason,
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SystemMessage,
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ToolResponseMessage,
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UserMessage,
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)
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from llama_stack.providers.adapters.inference.nvidia import (
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get_adapter_impl,
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NVIDIAConfig,
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)
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pytestmark = pytest.mark.asyncio
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# TODO(mf): test bad creds raises PermissionError
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# TODO(mf): test bad params, e.g. max_tokens=0 raises ValidationError
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# TODO(mf): test bad model name raises ValueError
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# TODO(mf): test short timeout raises TimeoutError
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# TODO(mf): new file, test cli model listing
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# TODO(mf): test streaming
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# TODO(mf): test tool calls w/ tool_choice
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def message_combinations(
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length: int,
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) -> Generator[Tuple[List[Message], str], None, None]:
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"""
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Generate all possible combinations of message types of given length.
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"""
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message_types = [
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UserMessage,
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SystemMessage,
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ToolResponseMessage,
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CompletionMessage,
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]
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for count in range(1, length + 1):
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for combo in itertools.product(message_types, repeat=count):
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messages = []
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for i, msg in enumerate(combo):
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if msg == ToolResponseMessage:
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messages.append(
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msg(
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content=f"Message {i + 1}",
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call_id=f"call_{i + 1}",
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tool_name=f"tool_{i + 1}",
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)
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)
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elif msg == CompletionMessage:
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messages.append(
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msg(content=f"Message {i + 1}", stop_reason="end_of_message")
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)
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else:
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messages.append(msg(content=f"Message {i + 1}"))
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id_str = "-".join([msg.__name__ for msg in combo])
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yield messages, id_str
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@pytest.mark.parametrize("combo", message_combinations(3), ids=lambda x: x[1])
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async def test_chat_completion_messages(
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client: Inference,
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model: str,
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combo: Tuple[List[Message], str],
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):
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"""
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Test the chat completion endpoint with different message combinations.
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"""
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client = await client
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messages, _ = combo
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response = await client.chat_completion(
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model=model,
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messages=messages,
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stream=False,
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)
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assert isinstance(response, ChatCompletionResponse)
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assert isinstance(response.completion_message.content, str)
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# we're not testing accuracy, so no assertions on the result.completion_message.content
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assert response.completion_message.role == "assistant"
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assert isinstance(response.completion_message.stop_reason, StopReason)
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assert response.completion_message.tool_calls == []
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async def test_bad_base_url(
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model: str,
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):
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"""
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Test that a bad base_url raises a ConnectionError.
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"""
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client = await get_adapter_impl(
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NVIDIAConfig(
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base_url="http://localhost:32123",
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),
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{},
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)
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with pytest.raises(ConnectionError):
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await client.chat_completion(
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model=model,
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messages=[UserMessage(content="Hello")],
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stream=False,
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)
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