add: main.py

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2026-06-30 07:06:16 +00:00
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import os
import asyncio
from langchain_openai import ChatOpenAI
from langchain.tools import tool
from langchain.agents import create_agent
from langchain_core.messages import HumanMessage
from deepagents import create_deep_agent
from deepagents.backends import CompositeBackend, LocalShellBackend, FilesystemBackend
# ---------- LLM ----------
# Use OpenRouter cloud API, no local GPU required
llm = ChatOpenAI(
model="openai/gpt-oss-20b:free",
base_url="https://openrouter.ai/api/v1",
api_key=os.getenv("OPENAI_API_KEY"),
temperature=0.7,
)
# ---------- Backend ----------
backend = CompositeBackend([
LocalShellBackend(workspace_dir="./workspace"),
FilesystemBackend(),
])
# ---------- Tool with subagent ----------
@tool
def get_price(product: str, city: str) -> str:
"""Return a realistic price table for a product in a city.
The tool internally creates a subagent that generates the table.
"""
# Subagent that simply produces a price table
sub_agent = create_agent(
model=llm,
tools=[],
system_prompt=f"You are a price estimator for {city}. Provide a realistic price for {product} in a table format.",
)
prompt = (
f"Generate a table with columns Продукт, Цена (руб.), Магазин for product '{product}' in city '{city}'."
)
result = sub_agent.invoke({"messages": [HumanMessage(content=prompt)]})
# The last message contains the table
return result["messages"][-1].content
# ---------- Main agent ----------
agent = create_deep_agent(
model=llm,
tools=[get_price],
backend=backend,
system_prompt="Ты помощник по планированию покупок.",
)
# ---------- Helper to prettyprint messages ----------
def format_message(msg):
if hasattr(msg, "content") and msg.content:
return msg.content
if hasattr(msg, "tool_calls") and msg.tool_calls:
call = msg.tool_calls[0]
return f"{call['name']}({call['args']})"
return ""
# ---------- Main execution ----------
async def main():
user_query = "Помоги составить список покупок: молоко, хлеб, яблоки. Я нахожусь в Казани."
result = await agent.ainvoke(
{"messages": [HumanMessage(content=user_query)]},
{"configurable": {"thread_id": "session-1"}},
)
# Print all messages in order
for msg in result["messages"]:
print(format_message(msg))
print("---")
if __name__ == "__main__":
asyncio.run(main())