fix: main.py — build_graph() для автопроверки

This commit is contained in:
2026-05-27 08:02:08 +00:00
parent c57a1da1b9
commit 5e5cd1d16b
+53 -59
View File
@@ -1,6 +1,7 @@
"""Human-in-the-loop: кастомное прерывание (interrupt / resume) в LangGraph."""
"""Human-in-the-loop: кастомное прерывание в LangGraph."""
from __future__ import annotations
import uuid
from typing import TypedDict
import questionary
@@ -10,83 +11,76 @@ from langgraph.graph import StateGraph
from langgraph.types import Command, interrupt
class GraphState(TypedDict):
"""Состояние графа: начальные данные и ответ пользователя."""
class State(TypedDict, total=False):
foo: str
human_value: str
def human_node(state: GraphState) -> GraphState:
"""Узел с кастомным прерыванием — ждёт ответ пользователя."""
payload = interrupt(
{
"type": "alert",
"question": "Уверены что хотите продолжить?",
"allow_responds": ["approve", "reject"],
}
)
def human_node(state: State) -> dict:
payload = {
"type": "alert",
"question": "Уверены, что хотите продолжить?",
"allow_responds": ["approve", "reject"],
}
resumed = interrupt(payload)
if isinstance(resumed, dict):
answer = resumed.get("answer", "")
else:
answer = str(resumed)
answer = payload.get("answer", "")
print(f"!!! {payload.get('type', 'alert')} !!!")
print(f"> Received an input from the interrupt: {answer}")
return {
"foo": state.get("foo", ""),
"human_value": answer,
}
def _ask_user(payload: dict) -> dict:
"""Показать вопрос и записать ответ в payload."""
def build_graph():
builder = StateGraph(State)
builder.add_node("node", human_node)
builder.add_edge(START, "node")
return builder.compile(checkpointer=InMemorySaver())
def handle_interrupt(interrupts: tuple) -> dict:
first = interrupts[0]
payload = dict(first.value if hasattr(first, "value") else first)
print("Произошла остановка")
print(payload)
options = payload.get("allow_responds") or ["approve", "reject"]
question = payload.get("question", "Выберите вариант:")
choice = questionary.select(question, choices=options).ask()
if choice is None:
choice = options[0]
updated = dict(payload)
updated["answer"] = choice
return updated
print(f"!!! {payload.get('type', 'alert')} !!!")
choice = questionary.select(
payload["question"],
choices=payload["allow_responds"],
).ask()
payload["answer"] = choice or payload["allow_responds"][0]
return payload
def run_graph() -> GraphState:
"""Запуск графа с обработкой прерывания и возобновлением."""
builder = StateGraph(GraphState)
builder.add_node("human_node", human_node)
builder.add_edge(START, "human_node")
def run_hitl() -> None:
graph = build_graph()
config = {"configurable": {"thread_id": str(uuid.uuid4())}}
stream_input: dict | Command = {"foo": "abc"}
graph = builder.compile(checkpointer=InMemorySaver())
config = {"configurable": {"thread_id": "hitl-interrupt-demo"}}
initial: GraphState = {"foo": "initialized", "human_value": ""}
final_state: GraphState = initial
stream = graph.stream(initial, config)
for chunk in stream:
if "__interrupt__" in chunk:
print("Произошла остановка")
interrupt_tuple = chunk["__interrupt__"]
payload = dict(interrupt_tuple[0].value)
resumed_payload = _ask_user(payload)
resume_stream = graph.stream(Command(resume=resumed_payload), config)
for resume_chunk in resume_stream:
if "human_node" in resume_chunk:
final_state = resume_chunk["human_node"]
print({"node": resume_chunk})
elif "human_node" in chunk:
final_state = chunk["human_node"]
while True:
interrupted = False
for chunk in graph.stream(stream_input, config=config):
if "__interrupt__" in chunk:
payload = handle_interrupt(chunk["__interrupt__"])
stream_input = Command(resume=payload)
interrupted = True
break
print(chunk)
return final_state
if not interrupted:
break
def main() -> None:
result = run_graph()
print("\n=== Итоговое состояние ===")
print(result)
for chunk in graph.stream(stream_input, config=config):
print(chunk)
if __name__ == "__main__":
main()
run_hitl()