chore: import upstream snapshot with attribution
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# Copyright (c) Microsoft. All rights reserved.
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"""Advanced AG-UI client example with tools and features.
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This example demonstrates advanced AGUIChatClient features including:
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- Tool/function calling
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- Non-streaming responses
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- Multiple conversation turns
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- Error handling
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"""
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from __future__ import annotations
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import asyncio
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import os
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from typing import cast
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from agent_framework import ChatResponse, ChatResponseUpdate, Message, ResponseStream, tool
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from agent_framework.ag_ui import AGUIChatClient
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@tool
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def get_weather(location: str) -> str:
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"""Get the current weather for a location.
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Args:
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location: The city or location name
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"""
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# Simulate weather lookup
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weather_data = {
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"seattle": "Rainy, 55°F",
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"san francisco": "Foggy, 62°F",
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"new york": "Sunny, 68°F",
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"london": "Cloudy, 52°F",
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}
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return weather_data.get(location.lower(), f"Weather data not available for {location}")
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@tool
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def calculate(a: float, b: float, operation: str) -> str:
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"""Perform basic arithmetic operations.
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Args:
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a: First number
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b: Second number
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operation: Operation to perform (add, subtract, multiply, divide)
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"""
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try:
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if operation == "add":
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result = a + b
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elif operation == "subtract":
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result = a - b
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elif operation == "multiply":
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result = a * b
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elif operation == "divide":
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result = a / b
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else:
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return f"Unsupported operation: {operation}"
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return f"The result is: {result}"
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except Exception as e:
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return f"Error calculating: {e}"
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async def streaming_example(client: AGUIChatClient, thread_id: str | None = None):
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"""Demonstrate streaming responses."""
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print("\n" + "=" * 60)
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print("STREAMING EXAMPLE")
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print("=" * 60)
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metadata = {"thread_id": thread_id} if thread_id else None
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print("\nUser: Tell me a short joke\n")
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print("Assistant: ", end="", flush=True)
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stream = client.get_response(
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[Message(role="user", contents=["Tell me a short joke"])],
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stream=True,
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options={"metadata": metadata} if metadata else None,
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)
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stream = cast(ResponseStream[ChatResponseUpdate, ChatResponse], stream)
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async for update in stream:
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if not thread_id and update.additional_properties:
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thread_id = update.additional_properties.get("thread_id")
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for content in update.contents:
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if content.type == "text" and content.text: # type: ignore[attr-defined]
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print(content.text, end="", flush=True) # type: ignore[attr-defined]
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print("\n")
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return thread_id
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async def non_streaming_example(client: AGUIChatClient, thread_id: str | None = None):
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"""Demonstrate non-streaming responses."""
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print("\n" + "=" * 60)
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print("NON-STREAMING EXAMPLE")
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print("=" * 60)
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metadata = {"thread_id": thread_id} if thread_id else None
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print("\nUser: What is 2 + 2?\n")
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response = await client.get_response([Message(role="user", contents=["What is 2 + 2?"])], metadata=metadata)
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print(f"Assistant: {response.text}")
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if response.additional_properties:
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thread_id = response.additional_properties.get("thread_id")
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print(f"\n[Thread: {thread_id}]")
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return thread_id
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async def tool_example(client: AGUIChatClient, thread_id: str | None = None):
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"""Demonstrate sending tool definitions to the server.
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IMPORTANT: When using AGUIChatClient directly (without Agent wrapper):
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- Tools are sent as DEFINITIONS only
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- No automatic client-side execution (no function invocation middleware)
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- Server must have matching tool implementations to execute them
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For CLIENT-SIDE tool execution (like .NET AGUIClient sample):
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- Use Agent wrapper with tools
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- See client_with_agent.py for the hybrid pattern
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- Agent middleware intercepts and executes client tools locally
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- Server can have its own tools that execute server-side
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- Both client and server tools work together in same conversation
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This example sends tool definitions and assumes server-side execution.
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"""
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print("\n" + "=" * 60)
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print("TOOL DEFINITION EXAMPLE")
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print("=" * 60)
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metadata = {"thread_id": thread_id} if thread_id else None
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print("\nUser: What's the weather in Seattle?\n")
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print("Sending tool definitions to server...")
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print("(Server must be configured with matching tools to execute them)\n")
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response = await client.get_response(
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[Message(role="user", contents=["What's the weather in Seattle?"])],
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tools=[get_weather, calculate],
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metadata=metadata,
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)
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print(f"Assistant: {response.text}")
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# Show tool calls if any
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tool_called = False
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for message in response.messages:
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for content in message.contents:
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if content.type == "function_call": # type: ignore[attr-defined]
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print(f"\n[Tool Called: {content.name}]") # type: ignore[attr-defined]
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tool_called = True
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if not tool_called:
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print("\n[Note: No tools were called - server may not be configured for tool execution]")
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if response.additional_properties:
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thread_id = response.additional_properties.get("thread_id")
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return thread_id
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async def conversation_example(client: AGUIChatClient):
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"""Demonstrate multi-turn conversation.
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Note: Conversation continuity depends on the server maintaining thread state.
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Some servers may require explicit message history to be sent with each request.
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"""
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print("\n" + "=" * 60)
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print("MULTI-TURN CONVERSATION EXAMPLE")
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print("=" * 60)
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print("\nNote: This example uses thread_id for context. Server must support thread-based state.\n")
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# First turn
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print("User: My name is Alice\n")
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response1 = await client.get_response([Message(role="user", contents=["My name is Alice"])])
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print(f"Assistant: {response1.text}")
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thread_id = response1.additional_properties.get("thread_id")
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print(f"\n[Thread: {thread_id}]")
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# Second turn - using same thread
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print("\nUser: What's my name?\n")
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response2 = await client.get_response(
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[Message(role="user", contents=["What's my name?"])], options={"metadata": {"thread_id": thread_id}}
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)
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print(f"Assistant: {response2.text}")
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# Check if context was maintained
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if "alice" not in response2.text.lower():
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print("\n[Note: Server may not maintain thread context - consider using Agent for history management]")
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# Third turn
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print("\nUser: Can you also tell me what 10 * 5 is?\n")
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response3 = await client.get_response(
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[Message(role="user", contents=["Can you also tell me what 10 * 5 is?"])],
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options={"metadata": {"thread_id": thread_id}},
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tools=[calculate],
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)
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print(f"Assistant: {response3.text}")
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async def main():
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"""Run all examples."""
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# Get server URL from environment or use default
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server_url = os.environ.get("AGUI_SERVER_URL", "http://127.0.0.1:5100/")
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print("=" * 60)
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print("AG-UI Chat Client Advanced Examples")
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print("=" * 60)
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print(f"\nServer: {server_url}")
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print("\nThese examples demonstrate various AGUIChatClient features:")
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print(" 1. Streaming responses")
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print(" 2. Non-streaming responses")
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print(" 3. Tool/function calling")
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print(" 4. Multi-turn conversations")
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try:
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async with AGUIChatClient(endpoint=server_url) as client:
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# Run examples in sequence
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thread_id = await streaming_example(client)
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thread_id = await non_streaming_example(client, thread_id)
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await tool_example(client, thread_id)
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# Separate conversation with new thread
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await conversation_example(client)
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print("\n" + "=" * 60)
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print("All examples completed successfully!")
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print("=" * 60)
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except ConnectionError as e:
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print(f"\n\033[91mConnection Error: {e}\033[0m")
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print("\nMake sure an AG-UI server is running at the specified endpoint.")
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except Exception as e:
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print(f"\n\033[91mError: {e}\033[0m")
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import traceback
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traceback.print_exc()
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if __name__ == "__main__":
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asyncio.run(main())
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