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639 lines (582 loc) · 26.7 KB
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import pytest
from mistral_common.exceptions import (
InvalidAssistantMessageException,
InvalidMessageStructureException,
InvalidRequestException,
)
from mistral_common.protocol.instruct.chunk import AudioChunk, AudioURLChunk
from mistral_common.protocol.instruct.messages import (
AssistantMessage,
SystemMessage,
ToolMessage,
UserMessage,
)
from mistral_common.protocol.instruct.request import (
ChatCompletionRequest,
ReasoningEffort,
)
from mistral_common.protocol.instruct.tool_calls import FunctionCall, ToolCall
from mistral_common.protocol.instruct.validator import (
MistralRequestValidator,
MistralRequestValidatorV3,
MistralRequestValidatorV5,
MistralRequestValidatorV13,
MistralRequestValidatorV15,
ValidationMode,
)
from tests.fixtures.audio import get_dummy_audio_chunk, get_dummy_audio_url_chunk
@pytest.fixture(scope="module")
def audio_chunk() -> AudioChunk:
return get_dummy_audio_chunk()
@pytest.fixture(scope="module")
def audio_url_chunk() -> AudioURLChunk:
return get_dummy_audio_url_chunk()
@pytest.fixture(
params=[
MistralRequestValidator(ValidationMode.serving),
MistralRequestValidatorV3(ValidationMode.serving),
MistralRequestValidatorV13(ValidationMode.serving),
]
)
def validator(request: pytest.FixtureRequest) -> MistralRequestValidator:
return request.param # type: ignore
@pytest.fixture
def validator_v5() -> MistralRequestValidatorV5:
return MistralRequestValidatorV5(ValidationMode.serving)
@pytest.fixture(
params=[
MistralRequestValidatorV13(ValidationMode.serving),
]
)
def validator_v13(request: pytest.FixtureRequest) -> MistralRequestValidator:
return request.param # type: ignore
@pytest.fixture(
params=[
MistralRequestValidatorV15(ValidationMode.serving),
]
)
def validator_v15(request: pytest.FixtureRequest) -> MistralRequestValidator:
return request.param # type: ignore
class TestChatValidation:
def test_multiple_system_messages_OK(self, validator: MistralRequestValidator) -> None:
validator.validate_messages(
messages=[
SystemMessage(content="foo"),
SystemMessage(content="foo"),
SystemMessage(content="foo"),
UserMessage(content="foo"), # so we don't get an error for ending with a system message
],
continue_final_message=False,
)
def test_system_user_messages_OK(self, validator: MistralRequestValidator) -> None:
validator.validate_messages(
messages=[
SystemMessage(content="foo"),
UserMessage(content="foo"),
],
continue_final_message=False,
)
def test_user_system_messages_OK(self, validator: MistralRequestValidator) -> None:
validator.validate_messages(
messages=[
UserMessage(content="foo"),
SystemMessage(content="foo"),
UserMessage(content="foo"), # so we don't get an error for ending with a system message
],
continue_final_message=False,
)
def test_user_user_messages_OK(self, validator: MistralRequestValidator) -> None:
validator.validate_messages(
messages=[
UserMessage(content="foo"),
UserMessage(content="foo"), # so we don't get an error for ending with a system message
],
continue_final_message=False,
)
def test_empty_messages(self, validator: MistralRequestValidator) -> None:
with pytest.raises(InvalidMessageStructureException, match=r"Conversation must have at least one message"):
validator.validate_messages(
messages=[],
continue_final_message=False,
)
def test_starts_with_system_or_user(self, validator: MistralRequestValidator) -> None:
"""
This is allowed in validation, we will add a blank message in normalization
"""
validator.validate_messages(
messages=[
AssistantMessage(content="foo"),
UserMessage(content="foo"), # so we don't get an error for ending with a system message
],
continue_final_message=False,
)
def test_ends_with_assistant(self, validator: MistralRequestValidator) -> None:
with pytest.raises(
InvalidMessageStructureException,
match=(
r"Expected last role User or Tool \(or Assistant with prefix or continue_final_message set to "
r"True\) for serving but got assistant"
),
):
validator.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(content="foo"),
],
continue_final_message=False,
)
def test_ends_with_system(self, validator: MistralRequestValidator) -> None:
with pytest.raises(
InvalidMessageStructureException,
match=(
r"Expected last role User or Tool \(or Assistant with prefix or continue_final_message set to "
r"True\) for serving but got system"
),
):
validator.validate_messages(
messages=[
UserMessage(content="foo"),
SystemMessage(content="foo"),
],
continue_final_message=False,
)
def test_assistant_prefix(self, validator: MistralRequestValidator) -> None:
validator.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(content="foo", prefix=True),
],
continue_final_message=False,
)
with pytest.raises(
InvalidAssistantMessageException,
match=r"Assistant message with prefix True must be last message",
):
validator.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(content="foo", prefix=True),
UserMessage(content="foo"),
],
continue_final_message=False,
)
def test_continue_final_message(self, validator: MistralRequestValidator) -> None:
validator.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(content="foo"),
],
continue_final_message=True,
)
with pytest.raises(
InvalidMessageStructureException,
match=(
r"Expected last role Assistant with prefix False for serving with continue_final_message set to True "
r"but got user"
),
):
validator.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(content="foo", prefix=True),
UserMessage(content="foo"),
],
continue_final_message=True,
)
with pytest.raises(
InvalidMessageStructureException,
match=(
r"Expected last role User or Tool \(or Assistant with prefix or continue_final_message set to True\)"
r" for serving but got assistant"
),
):
validator.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(content="foo"),
],
continue_final_message=False,
)
with pytest.raises(
InvalidMessageStructureException,
match=(
r"Expected last role Assistant with prefix False for serving with continue_final_message set to True "
r"but got assistant"
),
):
validator.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(content="foo", prefix=True),
],
continue_final_message=True,
)
def test_user_tool_user(self, validator: MistralRequestValidator) -> None:
with pytest.raises(InvalidMessageStructureException, match=r"Unexpected role 'tool' after role 'user'"):
validator.validate_messages(
messages=[
UserMessage(content="foo"),
ToolMessage(content="foo"),
UserMessage(content="foo"),
],
continue_final_message=False,
)
def test_model_none_serving_mode(self) -> None:
validator = MistralRequestValidator[UserMessage, AssistantMessage, ToolMessage, SystemMessage](
ValidationMode.serving
)
with pytest.raises(InvalidRequestException, match=r"Model name parameter is required for serving mode"):
validator.validate_request(ChatCompletionRequest(messages=[UserMessage(content="foo")]))
def test_model_none_test_mode(self) -> None:
validator = MistralRequestValidator[UserMessage, AssistantMessage, ToolMessage, SystemMessage](
ValidationMode.test
)
validator.validate_request(ChatCompletionRequest(messages=[UserMessage(content="foo")]))
def test_tool_calls_OK(self, validator: MistralRequestValidator) -> None:
validator.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}"))]
),
ToolMessage(name="foo", content="bar", tool_call_id="123456789"),
],
continue_final_message=False,
)
def test_not_enough_tool_messages(self, validator: MistralRequestValidator) -> None:
with pytest.raises(
InvalidMessageStructureException, match=r"Not the same number of function calls and responses"
):
validator.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[
ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}")),
ToolCall(id="999999999", function=FunctionCall(name="foo", arguments="{}")),
]
),
ToolMessage(name="foo", content="bar", tool_call_id="123456789"),
# missing ToolMessage
],
continue_final_message=False,
)
def test_too_many_tool_messages(self, validator: MistralRequestValidator) -> None:
with pytest.raises(
InvalidMessageStructureException,
match=r"Not the same number of function calls and responses|Unexpected tool call id",
):
validator.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}"))]
),
ToolMessage(name="foo", content="bar", tool_call_id="123456789"),
ToolMessage(name="foo", content="bar", tool_call_id="999999999"), # too many tool messages
],
continue_final_message=False,
)
def test_tool_then_user_ok(self, validator: MistralRequestValidator) -> None:
validator.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}"))]
),
ToolMessage(name="foo", content="bar", tool_call_id="123456789"),
UserMessage(content="continue with this context"),
],
continue_final_message=False,
)
def test_tool_then_user_full_loop(self, validator: MistralRequestValidator) -> None:
validator.validate_messages(
messages=[
UserMessage(content="search for info"),
AssistantMessage(
tool_calls=[
ToolCall(id="aaaaaaaaa", function=FunctionCall(name="search", arguments="{}")),
ToolCall(id="bbbbbbbbb", function=FunctionCall(name="search", arguments="{}")),
]
),
ToolMessage(name="search", content="result1", tool_call_id="aaaaaaaaa"),
ToolMessage(name="search", content="result2", tool_call_id="bbbbbbbbb"),
UserMessage(content="now refine"),
AssistantMessage(
tool_calls=[ToolCall(id="ccccccccc", function=FunctionCall(name="search", arguments="{}"))]
),
ToolMessage(name="search", content="result3", tool_call_id="ccccccccc"),
AssistantMessage(content="here is the final answer"),
UserMessage(content="thanks"),
],
continue_final_message=False,
)
def test_partial_tool_results_then_user_fails(self, validator: MistralRequestValidator) -> None:
with pytest.raises(
InvalidMessageStructureException, match=r"Not the same number of function calls and responses"
):
validator.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[
ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}")),
ToolCall(id="999999999", function=FunctionCall(name="bar", arguments="{}")),
]
),
ToolMessage(name="foo", content="result1", tool_call_id="123456789"),
UserMessage(content="stop, only need the first result"),
],
continue_final_message=False,
)
def test_build_settings_raises_error(self, validator: MistralRequestValidator) -> None:
request = ChatCompletionRequest(messages=[UserMessage(content="Hello")], reasoning_effort=ReasoningEffort.none)
with pytest.raises(InvalidRequestException, match="reasoning_effort='none' is not supported for this model"):
validator._validate_model_settings(request)
class TestChatValidationV5:
@pytest.mark.parametrize("audio_fixture", ["audio_chunk", "audio_url_chunk"])
def test_audio_with_system_prompt_raises_error(
self, validator_v5: MistralRequestValidatorV5, audio_fixture: str, request: pytest.FixtureRequest
) -> None:
audio_chunk: AudioChunk | AudioURLChunk = request.getfixturevalue(audio_fixture)
with pytest.raises(
ValueError,
match=(
r"Found system messages at indexes \[0\] and audio chunks in messages at indexes \[1\]\. This is not "
r"allowed prior to the tokenizer version 13\."
),
):
validator_v5.validate_messages(
messages=[
SystemMessage(content="This is a system prompt"),
UserMessage(content=[audio_chunk]),
],
continue_final_message=False,
)
@pytest.mark.parametrize("audio_fixture", ["audio_chunk", "audio_url_chunk"])
def test_audio_without_system_prompt_ok(
self, validator_v5: MistralRequestValidatorV5, audio_fixture: str, request: pytest.FixtureRequest
) -> None:
audio_chunk: AudioChunk | AudioURLChunk = request.getfixturevalue(audio_fixture)
validator_v5.validate_messages(
messages=[
UserMessage(content=[audio_chunk]),
UserMessage(content="User message after audio"),
],
continue_final_message=False,
)
def test_system_prompt_without_audio_ok(self, validator_v5: MistralRequestValidatorV5) -> None:
validator_v5.validate_messages(
messages=[
SystemMessage(content="This is a system prompt"),
UserMessage(content="User message after system"),
],
continue_final_message=False,
)
def test_build_settings_raises_error(self, validator: MistralRequestValidator) -> None:
request = ChatCompletionRequest(messages=[UserMessage(content="Hello")], reasoning_effort=ReasoningEffort.none)
with pytest.raises(InvalidRequestException, match="reasoning_effort='none' is not supported for this model"):
validator._validate_model_settings(request)
class TestChatValidationV13:
def test_right_number_results_invalid_id(self, validator_v13: MistralRequestValidatorV13) -> None:
with pytest.raises(
InvalidMessageStructureException,
match=r"Unexpected tool call id",
):
validator_v13.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}"))]
),
ToolMessage(name="foo", content="bar", tool_call_id="999999999"), # invalid id
],
continue_final_message=False,
)
def test_extra_results(self, validator_v13: MistralRequestValidatorV13) -> None:
with pytest.raises(
InvalidMessageStructureException,
match=r"Unexpected tool call id",
):
validator_v13.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}"))]
),
ToolMessage(name="foo", content="bar", tool_call_id="123456789"),
ToolMessage(name="foo", content="bar", tool_call_id="999999999"), # extra results
],
continue_final_message=False,
)
def test_build_settings_raises_error(self, validator: MistralRequestValidator) -> None:
request = ChatCompletionRequest(messages=[UserMessage(content="Hello")], reasoning_effort=ReasoningEffort.none)
with pytest.raises(InvalidRequestException, match="reasoning_effort='none' is not supported for this model"):
validator._validate_model_settings(request)
def test_parallel_call_missing_results(self, validator_v13: MistralRequestValidatorV13) -> None:
with pytest.raises(
InvalidMessageStructureException,
match=r"Not the same number of function calls and responses",
):
validator_v13.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[
ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}")),
ToolCall(id="999999999", function=FunctionCall(name="foo", arguments="{}")),
]
),
ToolMessage(name="foo", content="bar", tool_call_id="123456789"), # missing ToolMessage
],
continue_final_message=False,
)
def allow_tool_results_wrong_order(self, validator_v13: MistralRequestValidatorV13) -> None:
validator_v13.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[
ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}")),
ToolCall(id="999999999", function=FunctionCall(name="foo", arguments="{}")),
]
),
ToolMessage(name="foo", content="bar", tool_call_id="999999999"), # invalid order
ToolMessage(name="foo", content="bar", tool_call_id="123456789"),
],
continue_final_message=False,
)
def test_tool_call_duplicate_ids_same_assistant_messages(self, validator_v13: MistralRequestValidatorV13) -> None:
with pytest.raises(
InvalidMessageStructureException,
match=r"Duplicate",
):
validator_v13.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[
ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}")),
ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}")),
]
),
ToolMessage(name="foo", content="bar", tool_call_id="123456789"),
],
continue_final_message=False,
)
def test_tool_call_duplicate_ids_different_assistant_messages(
self, validator_v13: MistralRequestValidatorV13
) -> None:
validator_v13.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[
ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}")),
]
),
ToolMessage(name="foo", content="bar", tool_call_id="123456789"),
AssistantMessage(
tool_calls=[
ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}")),
]
),
ToolMessage(name="foo", content="bar", tool_call_id="123456789"),
],
continue_final_message=False,
)
def test_multiple_assistant_messages_some_with_tool_calls(self, validator_v13: MistralRequestValidatorV13) -> None:
validator_v13.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[
ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}")),
]
),
ToolMessage(name="foo", content="bar", tool_call_id="123456789"),
AssistantMessage(content="h"),
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[
ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}")),
]
),
ToolMessage(name="foo", content="bar", tool_call_id="123456789"),
AssistantMessage(content="h"),
UserMessage(content="foo"),
],
continue_final_message=False,
)
def test_tool_then_user_ok_v13(self, validator_v13: MistralRequestValidatorV13) -> None:
validator_v13.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[ToolCall(id="123456789", function=FunctionCall(name="foo", arguments="{}"))]
),
ToolMessage(name="foo", content="bar", tool_call_id="123456789"),
UserMessage(content="continue with this context"),
],
continue_final_message=False,
)
def test_partial_tool_results_then_user_fails_v13(self, validator_v13: MistralRequestValidatorV13) -> None:
with pytest.raises(
InvalidMessageStructureException, match=r"Not the same number of function calls and responses"
):
validator_v13.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[
ToolCall(id="aaaaaaaaa", function=FunctionCall(name="foo", arguments="{}")),
ToolCall(id="bbbbbbbbb", function=FunctionCall(name="bar", arguments="{}")),
ToolCall(id="ccccccccc", function=FunctionCall(name="baz", arguments="{}")),
]
),
ToolMessage(name="foo", content="result1", tool_call_id="aaaaaaaaa"),
UserMessage(content="stop, only need the first result"),
],
continue_final_message=False,
)
def test_full_loop_with_user_after_tools_v13(self, validator_v13: MistralRequestValidatorV13) -> None:
validator_v13.validate_messages(
messages=[
UserMessage(content="foo"),
AssistantMessage(
tool_calls=[
ToolCall(id="aaaaaaaaa", function=FunctionCall(name="foo", arguments="{}")),
ToolCall(id="bbbbbbbbb", function=FunctionCall(name="bar", arguments="{}")),
]
),
ToolMessage(name="foo", content="result1", tool_call_id="aaaaaaaaa"),
ToolMessage(name="bar", content="result2", tool_call_id="bbbbbbbbb"),
UserMessage(content="try something else"),
AssistantMessage(
tool_calls=[ToolCall(id="ccccccccc", function=FunctionCall(name="baz", arguments="{}"))]
),
ToolMessage(name="baz", content="result3", tool_call_id="ccccccccc"),
AssistantMessage(content="final answer"),
UserMessage(content="done"),
],
continue_final_message=False,
)
@pytest.mark.parametrize("audio_fixture", ["audio_chunk", "audio_url_chunk"])
def test_audio_with_system_prompt_raises_ok(
self, validator_v13: MistralRequestValidatorV13, audio_fixture: str, request: pytest.FixtureRequest
) -> None:
audio_chunk: AudioChunk | AudioURLChunk = request.getfixturevalue(audio_fixture)
validator_v13.validate_messages(
messages=[
SystemMessage(content="This is a system prompt"),
UserMessage(content=[audio_chunk]),
],
continue_final_message=False,
)
class TestChatValidationV15:
@pytest.mark.parametrize("reasoning_effort", [*list(ReasoningEffort), None])
def test_build_settings_v15_reasoning_effort(
self, reasoning_effort: ReasoningEffort | None, validator_v15: MistralRequestValidatorV15
) -> None:
request = ChatCompletionRequest(messages=[UserMessage(content="Hello")], reasoning_effort=reasoning_effort)
validator_v15._validate_model_settings(request)