fix: main.py — build_graph() для автопроверки

This commit is contained in:
2026-05-27 08:02:08 +00:00
parent c57a1da1b9
commit 5e5cd1d16b
+49 -55
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 from __future__ import annotations
import uuid
from typing import TypedDict from typing import TypedDict
import questionary import questionary
@@ -10,83 +11,76 @@ from langgraph.graph import StateGraph
from langgraph.types import Command, interrupt from langgraph.types import Command, interrupt
class GraphState(TypedDict): class State(TypedDict, total=False):
"""Состояние графа: начальные данные и ответ пользователя."""
foo: str foo: str
human_value: str human_value: str
def human_node(state: GraphState) -> GraphState: def human_node(state: State) -> dict:
"""Узел с кастомным прерыванием — ждёт ответ пользователя.""" payload = {
payload = interrupt(
{
"type": "alert", "type": "alert",
"question": "Уверены что хотите продолжить?", "question": "Уверены, что хотите продолжить?",
"allow_responds": ["approve", "reject"], "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}") print(f"> Received an input from the interrupt: {answer}")
return { return {
"foo": state.get("foo", ""), "foo": state.get("foo", ""),
"human_value": answer, "human_value": answer,
} }
def _ask_user(payload: dict) -> dict: def build_graph():
"""Показать вопрос и записать ответ в payload.""" builder = StateGraph(State)
print(payload) builder.add_node("node", human_node)
options = payload.get("allow_responds") or ["approve", "reject"] builder.add_edge(START, "node")
question = payload.get("question", "Выберите вариант:") return builder.compile(checkpointer=InMemorySaver())
choice = questionary.select(question, choices=options).ask()
if choice is None:
choice = options[0]
updated = dict(payload)
updated["answer"] = choice
return updated
def run_graph() -> GraphState: def handle_interrupt(interrupts: tuple) -> dict:
"""Запуск графа с обработкой прерывания и возобновлением.""" first = interrupts[0]
builder = StateGraph(GraphState) payload = dict(first.value if hasattr(first, "value") else first)
builder.add_node("human_node", human_node)
builder.add_edge(START, "human_node")
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") print("Произошла остановка")
interrupt_tuple = chunk["__interrupt__"] print(payload)
payload = dict(interrupt_tuple[0].value) print(f"!!! {payload.get('type', 'alert')} !!!")
resumed_payload = _ask_user(payload)
resume_stream = graph.stream(Command(resume=resumed_payload), config) choice = questionary.select(
for resume_chunk in resume_stream: payload["question"],
if "human_node" in resume_chunk: choices=payload["allow_responds"],
final_state = resume_chunk["human_node"] ).ask()
print({"node": resume_chunk})
elif "human_node" in chunk: payload["answer"] = choice or payload["allow_responds"][0]
final_state = chunk["human_node"] return payload
def run_hitl() -> None:
graph = build_graph()
config = {"configurable": {"thread_id": str(uuid.uuid4())}}
stream_input: dict | Command = {"foo": "abc"}
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) print(chunk)
return final_state if not interrupted:
break
for chunk in graph.stream(stream_input, config=config):
def main() -> None: print(chunk)
result = run_graph()
print("\n=== Итоговое состояние ===")
print(result)
if __name__ == "__main__": if __name__ == "__main__":
main() run_hitl()