from typing import Any, Dict, List, Literal, NewType, Optional, TypedDict, Union from .type_utils import register_type Text = NewType("Text", str) Number = NewType("Number", Union[float, int]) class JsonSchema: @classmethod def __verify_type__(cls, object): if not isinstance(object, dict): return False import jsonschema_rs jsonschema_rs.meta.validate(object) return True class Tool(TypedDict): # Original fields name: str description: str parameters: JsonSchema # LiteLLM extension type: Optional[Literal["function"]] class ToolCall(TypedDict): name: str arguments: Dict[str, Any] class ToolCallContext(TypedDict): id: str type: Literal["function"] function: ToolCall class ToolCallTurn(TypedDict): role: Literal["assistant"] content: Optional[str] tool_calls: List[ToolCallContext] class ToolOutputTurn(TypedDict): role: Literal["tool"] tool_call_id: str name: str content: str class TextTurn(TypedDict): role: Literal["system", "user", "agent", "assistant"] content: Text class RagResponse(TypedDict): answer: str contexts: List[str] context_ids: Union[List[int], List[str]] is_answerable: bool Dialog = NewType("Dialog", List[Union[TextTurn, ToolCallTurn, ToolOutputTurn]]) class Conversation(TypedDict): id: str dialog: Dialog class Image(TypedDict): image: Any format: str class Document(TypedDict): title: str body: str MultiDocument = NewType("MultiDocument", List[Document]) Video = NewType("Video", List[Image]) class Audio(TypedDict): audio: Any class Table(TypedDict): header: List[str] rows: List[List[Any]] class SQLDatabase(TypedDict): db_id: Optional[str] db_type: Literal["local", "in_memory", "remote"] dbms: Optional[str] data: Optional[Dict[str, Dict]] register_type(Text) register_type(Number) register_type(TextTurn) register_type(ToolCallTurn) register_type(ToolOutputTurn) register_type(Dialog) register_type(Table) register_type(Audio) register_type(Image) register_type(Video) register_type(Conversation) register_type(Document) register_type(MultiDocument) register_type(RagResponse) register_type(SQLDatabase) register_type(Tool) register_type(JsonSchema) register_type(ToolCall)