// model_configs.json
[
    {
    "model_type": "dashscope_chat",
    "config_name": "tongyi_qwen_config",
    "model_name": "qwen-max",
    "api_key": "************"  // 在这里填写你DashScope中的API-KEY
    }
]

from agentscope.service import bing_search
func_for_llm, func_desc = ServiceFactory.get(
  bing_search, 
  api_key=BING_API_KEY, 
  num_results=3
)

{
    "type": "function",
    "function": {
        "name": "bing_search",
        "description": "Search question in Bing Search API and return the searching results",
        "parameters": {
            "type": "object",
            "properties": {
                "question": {
                    "type": "string",
                    "description": "The search query string."
                }
            },
            "required": [
                "question"
            ]
        }
    }
}

from agentscope.service import (
    bing_search, # or google_search,
    read_text_file,
    write_text_file, 
    ServiceFactory
)
# Deal with arguments that need to be input by developers
tools = [
    ServiceFactory.get(bing_search, api_key=BING_API_KEY, num_results=3),
    ServiceFactory.get(execute_python_code),
    ServiceFactory.get(read_text_file),
    ServiceFactory.get(write_text_file),
]

from agentscope.agents import ReActAgent
import agentscope
agentscope.init(model_configs=YOUR_MODEL_CONFIGURATION)
agent = ReActAgent(
    name="assistant",
    model_config_name=YOUR_MODEL_CONFIGURATION_NAME,
    tools=tools,
    sys_prompt="You are a helpful assistant.",
    verbose=True, # set verbose to True to show the reasoning process
)

You are a helpful assistant.
The following tool functions are available in the format of
```
{index}. {function name}: {function description}
    {argument name} ({argument type}): {argument description}
    ...
```
Tool Functions:
1. bing_search: Search question in Bing Search API and return the searching results
  question (string): The search query string.
2. execute_python_code: Execute Python code and capture the output. Note you must `print` the output to get the result.
  code (string): The Python code to be executed.
3. read_text_file: Read the content of the text file.
  file_path (string): The path to the text file to be read.
4. write_text_file: Write content to a text file.
  overwrite (boolean): Whether to overwrite the file if it already exists.
  file_path (string): The path to the file where content will be written.
  content (string): Content to write into the file.
Notice:
1. Fully understand the tool function and its arguments before using it.
2. Only use the tool function when it's necessary.
3. Check if the arguments you provided to the tool function is correct in type and value.
4. You can't take some problems for granted. For example, where you are, what's the time now, etc. But you can try to use the tool function to solve the problem.
5. If the function execution fails, you should analyze the error and try to solve it.

from agentscope.message import Msg
msg_question = Msg(
    name="user", 
    content="Aside from the Apple Remote, what other device can control the program Apple Remote was originally designed to interact with?", 
    role="user"
)
    
res = agent(msg_question)

##################### ITER 1, STEP 1: REASONING ######################
assistant: {
    "thought": "I need to search for information about what other devices can control the program that the Apple Remote was originally designed to interact with.",
    "speak": "Let me find that information for you.",
    "function": [
        {
            "name": "bing_search",
            "arguments": {
                "question": "What devices can control the program Apple Remote was designed for?"
            }
        }
    ]
}
####################### ITER 1, STEP 2: ACTION #######################
>>> Executing function bing_search ...
>>> END 
system: Execution Results:
1. bing_search:
    [EXECUTE STATUS]: SUCCESS
    [EXECUTE RESULT]: [{'title': '《ReAct: SYNERGIZING REASONING AND ACTING IN ...', 'link': 'https://www.cnblogs.com/LittleHann/p/17541295.html', 'snippet': 'Aside from the Apple Remote, what other devices can control the program Apple Remote was originally designed to interact with? 我们可以看到该模型生成了任务解决轨迹（思考、行动）。'}, {'title': 'REACT：在大模型中协同推理与行动，使其能够解决推理和 ...', 'link': 'https://baijiahao.baidu.com/s?id=1775590643651365661', 'snippet': 'Q：Aside from the Apple Remote, what other device can control the program Apple Remote was originally designed to intect with? 除了苹果遥控器之外，还有哪些设备可以控制最初设计用于连接的苹果遥控器所配合的程序？'}, {'title': 'ReAct Prompting | Prompt Engineering Guide', 'link': 'https://www.promptingguide.ai/techniques/react', 'snippet': 'Aside from the Apple Remote, what other devices can control the program Apple Remote was originally designed to interact with? Note that in-context examples are also added to the prompt but we exclude that here for simplicity.'}]

##################### ITER 2, STEP 1: REASONING ######################
assistant: {
    "thought": "The search results did not provide a clear answer to the question. I need to refine the search query to get more specific results.",
    "speak": "I'm sorry, I couldn't find a clear answer. Let me try a different search.",
    "function": [
        {
            "name": "bing_search",
            "arguments": {
                "question": "What devices can control Apple TV other than Apple Remote?"
            }
        }
    ]
}
####################### ITER 2, STEP 2: ACTION #######################
>>> Executing function bing_search ...
>>> END 
system: Execution Results:
1. bing_search:
    [EXECUTE STATUS]: SUCCESS
    [EXECUTE RESULT]: [{'title': 'Use other remotes to control Apple TV - Apple Support', 'link': 'https://support.apple.com/guide/tv/use-other-remotes-atvb0410f604/tvos', 'snippet': 'Table of Contents. Use other remotes to control Apple TV. You can use a supported TV or receiver remote, a network-based remote for home-control systems, or an infrared remote (commonly known as a universal remote) to control Apple TV.'}, {'title': '4 Siri Remote Alternatives You Can Use to Control Your Apple TV - MUO', 'link': 'https://www.makeuseof.com/alternative-apple-tv-remotes/', 'snippet': "Fortunately, if you find yourself looking for alternatives to control your Apple TV, there are several good options for you. You can use other Apple devices to operate the Apple TV, or even affordable Bluetooth accessories. We'll highlight the best alternatives to the Apple TV remote. 1. Use Your iPhone or iPad to Control the Apple TV"}, {'title': 'Apple TV Siri Remote: How to control TVs and receivers - 9to5Mac', 'link': 'https://9to5mac.com/2021/05/27/apple-tv-siri-remote-control-tv-receiver/', 'snippet': 'The old Siri Remote and Apple TV Remote also feature this functionality, but without a dedicated power button, it’s less convenient and intuitive to use. Another benefit of HDMI-CEC is that...'}]

##################### ITER 3, STEP 1: REASONING ######################
assistant: {
    "thought": "The search results provided a clear answer to the question. Other than the Apple Remote, you can use a supported TV or receiver remote, a network-based remote for home-control systems, an infrared remote (commonly known as a universal remote), or other Apple devices like an iPhone or iPad to control the Apple TV.",
    "speak": "Other than the Apple Remote, you can use a supported TV or receiver remote, a network-based remote for home-control systems, an infrared remote (commonly known as a universal remote), or other Apple devices like an iPhone or iPad to control the Apple TV."
}