Files
copilotkit__copilotkit/sdk-python/copilotkit/langgraph_agui_agent.py

367 lines
14 KiB
Python

import inspect
import json
import logging
from enum import Enum
from typing import Any, AsyncGenerator, Dict, List, Optional, Union
from ag_ui.core import (
CustomEvent,
EventType,
StateSnapshotEvent,
TextMessageContentEvent,
TextMessageEndEvent,
TextMessageStartEvent,
ToolCallArgsEvent,
ToolCallEndEvent,
ToolCallStartEvent,
)
from ag_ui_langgraph import LangGraphAgent
from langchain_core.runnables import RunnableConfig
from langgraph.graph.state import CompiledStateGraph
from .exc import CopilotKitMisuseError
logger = logging.getLogger(__name__)
try:
from langchain.schema import BaseMessage
except ImportError:
# Langchain >= 1.0.0
from langchain_core.messages import BaseMessage
class CustomEventNames(Enum):
"""Custom event names for CopilotKit"""
ManuallyEmitMessage = "copilotkit_manually_emit_message"
ManuallyEmitToolCall = "copilotkit_manually_emit_tool_call"
ManuallyEmitState = "copilotkit_manually_emit_intermediate_state"
class LangGraphEventTypes(Enum):
"""LangGraph event types"""
OnChatModelStream = "on_chat_model_stream"
OnCustomEvent = "on_custom_event"
class PredictStateTool:
def __init__(self, tool: str, state_key: str, tool_argument: str):
self.tool = tool
self.state_key = state_key
self.tool_argument = tool_argument
State = Dict[str, Any]
SchemaKeys = Dict[str, List[str]]
TextMessageEvents = Union[
TextMessageStartEvent, TextMessageContentEvent, TextMessageEndEvent
]
ToolCallEvents = Union[ToolCallStartEvent, ToolCallArgsEvent, ToolCallEndEvent]
class LangGraphAGUIAgent(LangGraphAgent):
def __init__(
self,
*,
name: str,
graph: CompiledStateGraph,
description: Optional[str] = None,
config: Union[Optional[RunnableConfig], dict] = None,
):
super().__init__(name=name, graph=graph, description=description, config=config)
self.constant_schema_keys = self.constant_schema_keys + ["copilotkit"]
self._copilotkit_runtime_payload: dict[str, Any] | None = None
def _dispatch_event(self, event) -> str:
"""Override the dispatch event method to handle custom CopilotKit events and filtering.
Note: Returns None for filtered events (which violates the str return type annotation,
but the base class also violates it by returning event objects). The None values are
filtered out in run() before reaching the encoder.
"""
if event.type == EventType.CUSTOM:
custom_event = event
if custom_event.name == CustomEventNames.ManuallyEmitMessage.value:
# Emit the message events
super()._dispatch_event(
TextMessageStartEvent(
type=EventType.TEXT_MESSAGE_START,
role="assistant",
message_id=custom_event.value["message_id"],
raw_event=event,
)
)
super()._dispatch_event(
TextMessageContentEvent(
type=EventType.TEXT_MESSAGE_CONTENT,
message_id=custom_event.value["message_id"],
delta=custom_event.value["message"],
raw_event=event,
)
)
super()._dispatch_event(
TextMessageEndEvent(
type=EventType.TEXT_MESSAGE_END,
message_id=custom_event.value["message_id"],
raw_event=event,
)
)
return super()._dispatch_event(event)
if custom_event.name == CustomEventNames.ManuallyEmitToolCall.value:
value = custom_event.value
if not isinstance(value, dict):
raise CopilotKitMisuseError(
f"ManuallyEmitToolCall event 'value' must be a dict, got {type(value).__name__}"
)
tool_call_id = value.get("id")
tool_call_name = value.get("name")
tool_call_args = value.get("args")
if not isinstance(tool_call_id, str) or not tool_call_id.strip():
raise CopilotKitMisuseError(
f"ManuallyEmitToolCall event missing valid 'id': got {type(tool_call_id).__name__}"
)
if not isinstance(tool_call_name, str) or not tool_call_name.strip():
raise CopilotKitMisuseError(
f"ManuallyEmitToolCall event missing valid 'name': got {type(tool_call_name).__name__}"
)
if tool_call_args is None:
raise CopilotKitMisuseError(
f"ManuallyEmitToolCall event missing 'args' for tool_call_id={tool_call_id}"
)
try:
delta = (
tool_call_args
if isinstance(tool_call_args, str)
else json.dumps(tool_call_args)
)
except (TypeError, ValueError) as e:
raise CopilotKitMisuseError(
f"ManuallyEmitToolCall 'args' is not JSON-serializable for tool_call_id={tool_call_id}: {e}"
) from e
dispatched_start = False
end_dispatched = False
try:
super()._dispatch_event(
ToolCallStartEvent(
type=EventType.TOOL_CALL_START,
tool_call_id=tool_call_id,
tool_call_name=tool_call_name,
parent_message_id=tool_call_id,
raw_event=event,
)
)
dispatched_start = True
super()._dispatch_event(
ToolCallArgsEvent(
type=EventType.TOOL_CALL_ARGS,
tool_call_id=tool_call_id,
delta=delta,
raw_event=event,
)
)
super()._dispatch_event(
ToolCallEndEvent(
type=EventType.TOOL_CALL_END,
tool_call_id=tool_call_id,
raw_event=event,
)
)
end_dispatched = True
except Exception:
if dispatched_start and not end_dispatched:
try:
super()._dispatch_event(
ToolCallEndEvent(
type=EventType.TOOL_CALL_END,
tool_call_id=tool_call_id,
raw_event=event,
)
)
except Exception:
logger.error(
"Failed to emit compensating TOOL_CALL_END for %s",
tool_call_id,
exc_info=True,
)
raise
return super()._dispatch_event(event)
if custom_event.name == CustomEventNames.ManuallyEmitState.value:
self.active_run["manually_emitted_state"] = custom_event.value
return super()._dispatch_event(
StateSnapshotEvent(
type=EventType.STATE_SNAPSHOT,
snapshot=self.get_state_snapshot(
self.active_run["manually_emitted_state"]
),
raw_event=event,
)
)
if custom_event.name == "copilotkit_exit":
return super()._dispatch_event(
CustomEvent(
type=EventType.CUSTOM,
name="Exit",
value=True,
raw_event=event,
)
)
# Handle filtering based on metadata for text messages and tool calls
raw_event = getattr(event, "raw_event", None)
if raw_event:
is_message_event = event.type in [
EventType.TEXT_MESSAGE_START,
EventType.TEXT_MESSAGE_CONTENT,
EventType.TEXT_MESSAGE_END,
]
is_tool_event = event.type in [
EventType.TOOL_CALL_START,
EventType.TOOL_CALL_ARGS,
EventType.TOOL_CALL_END,
]
# Handle both dict and object cases for raw_event
# See: https://github.com/CopilotKit/CopilotKit/issues/2066
metadata = (
raw_event.get("metadata", {})
if isinstance(raw_event, dict)
else getattr(raw_event, "metadata", {})
) or {}
if "copilotkit:emit-tool-calls" in metadata:
if metadata["copilotkit:emit-tool-calls"] is False and is_tool_event:
return None # Don't dispatch this event
if "copilotkit:emit-messages" in metadata:
if metadata["copilotkit:emit-messages"] is False and is_message_event:
return None # Don't dispatch this event
return super()._dispatch_event(event)
async def run(self, input):
"""Override run to filter out None events from _dispatch_event filtering."""
self._copilotkit_runtime_payload = self._serialize_copilotkit_runtime_payload(
input
)
try:
async for event in super().run(input):
if event is not None:
yield event
finally:
self._copilotkit_runtime_payload = None
async def _handle_single_event(
self, event: Any, state: State
) -> AsyncGenerator[str, None]:
"""Override to add custom event processing for PredictState events"""
# First, check if this is a raw event that should generate a PredictState event
if event.get("event") == LangGraphEventTypes.OnChatModelStream.value:
predict_state_metadata = event.get("metadata", {}).get(
"copilotkit:emit-intermediate-state", None
)
if predict_state_metadata is not None:
event["metadata"]["predict_state"] = predict_state_metadata
# Call the parent method to handle all other events
async for event_str in super()._handle_single_event(event, state):
yield event_str
@staticmethod
def _serialize_copilotkit_runtime_payload(input: Any) -> dict[str, Any]:
"""Build the CopilotKit payload that subgraphs need in runtime context."""
tools = [
tool.model_dump() if hasattr(tool, "model_dump") else tool
for tool in (getattr(input, "tools", None) or [])
]
context = [
item.model_dump() if hasattr(item, "model_dump") else item
for item in (getattr(input, "context", None) or [])
]
return {
"actions": tools,
"context": context,
}
def get_stream_kwargs(
self,
input: Any,
subgraphs: bool = False,
version: str = "v2",
config: Union[Optional[RunnableConfig], dict] = None,
context: Optional[Dict[str, Any]] = None,
fork: Optional[Any] = None,
) -> Dict[str, Any]:
"""Thread CopilotKit payload through LangGraph runtime context for subgraphs."""
supports_context = (
"context" in inspect.signature(self.graph.astream_events).parameters
)
merged_context = dict(context or {})
captured_payload = self._copilotkit_runtime_payload
if captured_payload is not None:
if supports_context:
existing_copilotkit = merged_context.get("copilotkit") or {}
merged_context["copilotkit"] = {
**existing_copilotkit,
**captured_payload,
}
else:
next_config = dict(config or {})
configurable = dict(next_config.get("configurable") or {})
existing_copilotkit = configurable.get("copilotkit") or {}
configurable["copilotkit"] = {
**existing_copilotkit,
**captured_payload,
}
next_config["configurable"] = configurable
config = next_config
stream_kwargs = super().get_stream_kwargs(
input=input,
subgraphs=subgraphs,
version=version,
config=config,
context=merged_context,
fork=fork,
)
return stream_kwargs
def langgraph_default_merge_state(
self, state: State, messages: List[BaseMessage], input: Any
) -> State:
"""Override to add CopilotKit actions to the state"""
merged_state = super().langgraph_default_merge_state(state, messages, input)
# Extract tools from the merged state and add them as CopilotKit actions
agui_properties = merged_state.get("ag-ui", {}) or merged_state
return {
**merged_state,
"copilotkit": {
"actions": [
a.model_dump() if hasattr(a, "model_dump") else a
for a in agui_properties.get("tools", [])
],
"context": [
c.model_dump() if hasattr(c, "model_dump") else c
for c in agui_properties.get("context", [])
],
},
}
def dict_repr(self):
"""Return dictionary representation of the agent"""
return {
"name": self.name,
"description": self.description or "",
"type": "langgraph_agui",
}