langchain/libs/community/tests/unit_tests/chat_models/test_friendli.py

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"""Test Friendli LLM for chat."""
from unittest.mock import AsyncMock, MagicMock, Mock
import pytest
from langchain_core.pydantic_v1 import SecretStr
from pytest import CaptureFixture, MonkeyPatch
from langchain_community.adapters.openai import aenumerate
from langchain_community.chat_models import ChatFriendli
@pytest.fixture
def mock_friendli_client() -> Mock:
"""Mock instance of Friendli client."""
return Mock()
@pytest.fixture
def mock_friendli_async_client() -> AsyncMock:
"""Mock instance of Friendli async client."""
return AsyncMock()
@pytest.fixture
def chat_friendli(
mock_friendli_client: Mock, mock_friendli_async_client: AsyncMock
) -> ChatFriendli:
"""Friendli LLM for chat with mock clients."""
return ChatFriendli(
friendli_token=SecretStr("personal-access-token"),
client=mock_friendli_client,
async_client=mock_friendli_async_client,
)
@pytest.mark.requires("friendli")
def test_friendli_token_is_secret_string(capsys: CaptureFixture) -> None:
"""Test if friendli token is stored as a SecretStr."""
fake_token_value = "personal-access-token"
chat = ChatFriendli(friendli_token=fake_token_value)
assert isinstance(chat.friendli_token, SecretStr)
assert chat.friendli_token.get_secret_value() == fake_token_value
print(chat.friendli_token, end="") # noqa: T201
captured = capsys.readouterr()
assert captured.out == "**********"
@pytest.mark.requires("friendli")
def test_friendli_token_read_from_env(
monkeypatch: MonkeyPatch, capsys: CaptureFixture
) -> None:
"""Test if friendli token can be parsed from environment."""
fake_token_value = "personal-access-token"
monkeypatch.setenv("FRIENDLI_TOKEN", fake_token_value)
chat = ChatFriendli()
assert isinstance(chat.friendli_token, SecretStr)
assert chat.friendli_token.get_secret_value() == fake_token_value
print(chat.friendli_token, end="") # noqa: T201
captured = capsys.readouterr()
assert captured.out == "**********"
@pytest.mark.requires("friendli")
def test_friendli_invoke(
mock_friendli_client: Mock, chat_friendli: ChatFriendli
) -> None:
"""Test invocation with friendli."""
mock_message = Mock()
mock_message.content = "Hello Friendli"
mock_message.role = "assistant"
mock_choice = Mock()
mock_choice.message = mock_message
mock_response = Mock()
mock_response.choices = [mock_choice]
mock_friendli_client.chat.completions.create.return_value = mock_response
result = chat_friendli.invoke("Hello langchain")
assert result.content == "Hello Friendli"
mock_friendli_client.chat.completions.create.assert_called_once_with(
messages=[{"role": "user", "content": "Hello langchain"}],
stream=False,
model=chat_friendli.model,
frequency_penalty=None,
presence_penalty=None,
max_tokens=None,
stop=None,
temperature=None,
top_p=None,
)
@pytest.mark.requires("friendli")
async def test_friendli_ainvoke(
mock_friendli_async_client: AsyncMock, chat_friendli: ChatFriendli
) -> None:
"""Test async invocation with friendli."""
mock_message = Mock()
mock_message.content = "Hello Friendli"
mock_message.role = "assistant"
mock_choice = Mock()
mock_choice.message = mock_message
mock_response = Mock()
mock_response.choices = [mock_choice]
mock_friendli_async_client.chat.completions.create.return_value = mock_response
result = await chat_friendli.ainvoke("Hello langchain")
assert result.content == "Hello Friendli"
mock_friendli_async_client.chat.completions.create.assert_awaited_once_with(
messages=[{"role": "user", "content": "Hello langchain"}],
stream=False,
model=chat_friendli.model,
frequency_penalty=None,
presence_penalty=None,
max_tokens=None,
stop=None,
temperature=None,
top_p=None,
)
@pytest.mark.requires("friendli")
def test_friendli_stream(
mock_friendli_client: Mock, chat_friendli: ChatFriendli
) -> None:
"""Test stream with friendli."""
mock_delta_0 = Mock()
mock_delta_0.content = "Hello "
mock_delta_1 = Mock()
mock_delta_1.content = "Friendli"
mock_choice_0 = Mock()
mock_choice_0.delta = mock_delta_0
mock_choice_1 = Mock()
mock_choice_1.delta = mock_delta_1
mock_chunk_0 = Mock()
mock_chunk_0.choices = [mock_choice_0]
mock_chunk_1 = Mock()
mock_chunk_1.choices = [mock_choice_1]
mock_stream = MagicMock()
mock_chunks = [mock_chunk_0, mock_chunk_1]
mock_stream.__iter__.return_value = mock_chunks
mock_friendli_client.chat.completions.create.return_value = mock_stream
stream = chat_friendli.stream("Hello langchain")
for i, chunk in enumerate(stream):
assert chunk.content == mock_chunks[i].choices[0].delta.content
mock_friendli_client.chat.completions.create.assert_called_once_with(
messages=[{"role": "user", "content": "Hello langchain"}],
stream=True,
model=chat_friendli.model,
frequency_penalty=None,
presence_penalty=None,
max_tokens=None,
stop=None,
temperature=None,
top_p=None,
)
@pytest.mark.requires("friendli")
async def test_friendli_astream(
mock_friendli_async_client: AsyncMock, chat_friendli: ChatFriendli
) -> None:
"""Test async stream with friendli."""
mock_delta_0 = Mock()
mock_delta_0.content = "Hello "
mock_delta_1 = Mock()
mock_delta_1.content = "Friendli"
mock_choice_0 = Mock()
mock_choice_0.delta = mock_delta_0
mock_choice_1 = Mock()
mock_choice_1.delta = mock_delta_1
mock_chunk_0 = Mock()
mock_chunk_0.choices = [mock_choice_0]
mock_chunk_1 = Mock()
mock_chunk_1.choices = [mock_choice_1]
mock_stream = AsyncMock()
mock_chunks = [mock_chunk_0, mock_chunk_1]
mock_stream.__aiter__.return_value = mock_chunks
mock_friendli_async_client.chat.completions.create.return_value = mock_stream
stream = chat_friendli.astream("Hello langchain")
async for i, chunk in aenumerate(stream):
assert chunk.content == mock_chunks[i].choices[0].delta.content
mock_friendli_async_client.chat.completions.create.assert_awaited_once_with(
messages=[{"role": "user", "content": "Hello langchain"}],
stream=True,
model=chat_friendli.model,
frequency_penalty=None,
presence_penalty=None,
max_tokens=None,
stop=None,
temperature=None,
top_p=None,
)