add main.py

This commit is contained in:
2026-05-27 12:41:06 +00:00
parent a04b266cf0
commit 39506e6913
+13 -18
View File
@@ -4,8 +4,9 @@ from langchain.agents import create_agent
from langchain.agents.middleware import HumanInTheLoopMiddleware
from langgraph.checkpoint.memory import MemorySaver
from langgraph.types import Command
from langchain.tools import tool
# LLM setup
# LLM configuration
llm = ChatOpenAI(
model="openai/gpt-oss-20b:free",
base_url="https://openrouter.ai/api/v1",
@@ -13,19 +14,15 @@ llm = ChatOpenAI(
temperature=0.0,
)
# Simple tool: get_weather
from langchain.tools import tool
# Simple weather tool
@tool
def get_weather(city: str, date: str = "сегодня") -> str:
"""Return a mock weather description for the given city and date."""
# In a real scenario, call an API. Here we return a placeholder.
"""Return a mock weather description for a city and date."""
return f"Погода в {city} на {date}: солнечно, 25°C."
# Memory for middleware
# Agent with HumanInTheLoopMiddleware
memory = MemorySaver()
# Agent with HumanInTheLoopMiddleware
agent = create_agent(
model=llm,
tools=[get_weather],
@@ -33,7 +30,7 @@ agent = create_agent(
middleware=[
HumanInTheLoopMiddleware(
interrupt_on={
"get_weather": True, # allow approve, edit, reject
"get_weather": True,
},
description_prefix="Подтвердите вызов инструмента",
),
@@ -42,13 +39,12 @@ agent = create_agent(
)
# Helper to process interrupt and get decisions
def handle_interrupt(interrupt_value):
action_requests = interrupt_value["action_requests"]
decisions = []
for idx, action in enumerate(action_requests, 1):
name = action.get("name")
args = action.get("args")
args = action.get("args", {})
description = action.get("description", "")
print(f"\n--- Подтверждение {idx} ---")
print(f"Инструмент: {name}")
@@ -61,7 +57,7 @@ def handle_interrupt(interrupt_value):
decisions.append({"type": "approve"})
break
elif choice == "r":
msg = input("Причина отказа: ")
msg = input("Сообщение для агента (причина отказа): ")
decisions.append({"type": "reject", "message": msg})
break
else:
@@ -72,10 +68,10 @@ def handle_interrupt(interrupt_value):
if __name__ == "__main__":
config = {"configurable": {"thread_id": "сессия-1"}}
while True:
user_input = input("Вы: ")
user_input = input("\nВы: ")
if not user_input:
continue
# Initial invoke
# First invoke
result = agent.invoke(
{"messages": [{"role": "human", "content": user_input}]},
config=config,
@@ -85,10 +81,9 @@ if __name__ == "__main__":
interrupt = result["__interrupt__"][0].value
decisions = handle_interrupt(interrupt)
result = agent.invoke(Command(resume={"decisions": decisions}), config=config)
# Final answer
# Output final answer
if result.get("messages"):
answer = result["messages"][-1].content
print(f"\nАгент: {answer}\n")
print("\nАгент:", result["messages"][-1].content)
else:
print("\nАгент не ответил.\n")
print("\nАгент не ответил.")
# Continue loop for next user query