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message.py
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166 lines (125 loc) · 5.45 KB
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from __future__ import annotations
from collections.abc import Iterable, Sequence
from typing import Literal, TypedDict, Union, cast
from typing_extensions import NotRequired, Required
from yandex_cloud_ml_sdk._models.completions.message import (
FunctionResultMessageDict, MessageInputType, MessageType, TextMessageWithToolCallsProtocol
)
from yandex_cloud_ml_sdk._tools.tool_result import ToolResultDictType
from yandex_cloud_ml_sdk._types.json import JsonObject
from yandex_cloud_ml_sdk._types.message import TextMessageDict, TextMessageProtocol
from yandex_cloud_ml_sdk._utils.coerce import coerce_tuple
class ChatFunctionResultMessageDict(TypedDict):
role: NotRequired[str]
tool_call_id: Required[str]
content: Required[str]
class ImageUrlDict(TypedDict):
url: str
class ImageUrlContent(TypedDict):
type: Literal['image_url']
image_url: ImageUrlDict
class TextContent(TypedDict):
type: Literal['text']
text: str
class MultimodalMessageDict(TypedDict):
role: NotRequired[str]
content: Sequence[ImageUrlDict | TextContent]
ChatCompletionsMessageType = Union[MessageType, ChatFunctionResultMessageDict, MessageInputType, MultimodalMessageDict]
ChatMessageInputType = Union[ChatCompletionsMessageType, Iterable[ChatCompletionsMessageType]]
# pylint: disable-next=too-many-return-statements
def message_to_json(message: ChatCompletionsMessageType, tool_name_ids: dict[str, str]) -> JsonObject | list[JsonObject]:
if isinstance(message, str):
return {'role': 'user', 'content': message}
if isinstance(message, TextMessageProtocol):
if isinstance(message, TextMessageWithToolCallsProtocol) and message.tool_calls:
return {
'role': message.role,
'tool_calls': [
# pylint: disable-next=protected-access
tool_call._json_origin for tool_call in message.tool_calls
]
}
return {
"content": message.text,
"role": message.role,
}
if isinstance(message, dict):
role: str | None = message.get('role')
content: Sequence | str | None = message.get('content') # type: ignore[assignment]
if isinstance(content, Sequence) and not isinstance(content, (str, bytes)):
return {
'role': role or 'user',
'content': list(content),
}
text: str | None = message.get('text') or content or '' # type: ignore[assignment]
assert isinstance(text, str)
if tool_call_id := message.get('tool_call_id'):
assert isinstance(tool_call_id, str)
message = cast(ChatFunctionResultMessageDict, message)
return {
'role': role or 'tool',
'content': text,
'tool_call_id': tool_call_id,
}
if tool_calls := message.get('tool_calls'):
tool_calls = cast(JsonObject, tool_calls)
return {
'tool_calls': tool_calls,
'role': role or 'assistant',
}
if text:
message = cast(TextMessageDict, message)
return {
'content': text,
'role': role or 'user'
}
if tool_results := message.get('tool_results'):
assert isinstance(tool_results, list)
message = cast(FunctionResultMessageDict, message)
result: list[JsonObject] = []
for tool_result in tool_results:
tool_result = cast(ToolResultDictType, tool_result)
name = tool_result['name']
content = tool_result['content']
id_ = tool_name_ids.get(name)
if not id_:
raise ValueError(
f'failed to find tool call with name "{name}" in previous messages for message {message}'
)
result.append({
'role': role or 'tool',
'content': content,
'tool_call_id': id_,
})
return result
raise TypeError(f'{message=!r} should have a "text", "content" or "tool_call_id" key')
raise TypeError(f'{message=!r} should be str, dict with "text" or "tool_call_id" key or TextMessage instance')
def messages_to_json(messages: ChatMessageInputType) -> list[JsonObject]:
""":meta private:"""
msgs: tuple[ChatCompletionsMessageType, ...] = coerce_tuple(
messages,
(dict, str, TextMessageProtocol), # type: ignore[arg-type]
)
result: list[JsonObject] = []
last_tool_call_ids: dict[str, str] = {}
for message in msgs:
converted = message_to_json(message, last_tool_call_ids)
if isinstance(converted, list):
result.extend(converted)
continue
assert isinstance(converted, dict)
if tool_calls := converted.get('tool_calls'):
assert isinstance(tool_calls, list)
for tool_call in tool_calls:
assert isinstance(tool_call, dict)
id_ = tool_call.get('id')
assert isinstance(id_, str)
function = tool_call.get('function', {})
assert isinstance(function, dict)
name = function.get('name')
assert isinstance(name, str)
last_tool_call_ids[name] = id_
else:
last_tool_call_ids = {}
result.append(converted)
return result