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"""Define the state structures for the agent."""
from __future__ import annotations
from dataclasses import dataclass, field
from typing import Sequence
from langchain_core.messages import AnyMessage
from langgraph.graph import add_messages
from langgraph.managed import IsLastStep
from typing_extensions import Annotated
@dataclass
class InputState:
"""Defines the input state for the agent, representing a narrower interface to the outside world.
This class is used to define the initial state and structure of incoming data.
"""
messages: Annotated[Sequence[AnyMessage], add_messages] = field(
default_factory=list
)
task_id: str = field(default="")
file_name: str = field(default=None)
"""
Messages tracking the primary execution state of the agent.
Typically accumulates a pattern of:
1. HumanMessage - user input
2. AIMessage with .tool_calls - agent picking tool(s) to use to collect information
3. ToolMessage(s) - the responses (or errors) from the executed tools
4. AIMessage without .tool_calls - agent responding in unstructured format to the user
5. HumanMessage - user responds with the next conversational turn
Steps 2-5 may repeat as needed.
The `add_messages` annotation ensures that new messages are merged with existing ones,
updating by ID to maintain an "append-only" state unless a message with the same ID is provided.
"""
@dataclass
class State(InputState):
"""Represents the complete state of the agent, extending InputState with additional attributes.
This class can be used to store any information needed throughout the agent's lifecycle.
"""
is_last_step: IsLastStep = field(default=False)
wiki_sections: dict[str, int] = field(default_factory=dict)
"""
Indicates whether the current step is the last one before the graph raises an error.
This is a 'managed' variable, controlled by the state machine rather than user code.
It is set to 'True' when the step count reaches recursion_limit - 1.
"""
# Additional attributes can be added here as needed.
# Common examples include:
# retrieved_documents: List[Document] = field(default_factory=list)
# extracted_entities: Dict[str, Any] = field(default_factory=dict)
# api_connections: Dict[str, Any] = field(default_factory=dict) |