Describe the bug

No response

Steps to reproduce

`
function_llm_config = {
"cache_seed": 42, # change the cache_seed for different trials
"temperature": 0,
"config_list": config_list,
"timeout": 120,
"functions": [
{
"name": "get_account_id",
"description": "retrieves the account id for a user given their name",
"parameters": {
"type": "object",
"properties": {
"name": {
"type": "string",
"description": "The name of the customer that will be used to lookup the account id"
}
},
"required": ["name"]
}
},
{
"name": "get_last_bill_amount",
"description": "Retrieves the last bill amount for a user for a given account id.",
"parameters": {
"type": "object",
"properties": {
"account_id": {
"type": "string",
"description": "The account id fetched from get_account_id that will be used to lookup the last bill for the customer"
}
},
"required": ["account_id"]
}
}
]
}

nofunction_llm_config = {
"cache_seed": 42, # change the cache_seed for different trials
"temperature": 0,
"config_list": config_list,
"timeout": 120,

}

name_to_account_id = {
"Alice": "A123",
"Bob": "B456",
"Charlie": "C789"
}

account_id_to_bill = {
"A123": 120.50,
"B456": 200.75,
"C789": 99.99
}

def get_account_id(name):
return name_to_account_id.get(name, "Name not found")

def get_last_bill_amount(account_id):
return account_id_to_bill.get(account_id, "Account ID not found")

import autogen
from autogen import config_list_from_json
from autogen.code_utils import execute_code
import json

config_list = autogen.config_list_from_json(
env_or_file='config.json',
filter_dict={
"model": ["gpt-4"]
},
)

function_llm_config = {
"cache_seed": 42, # change the cache_seed for different trials
"temperature": 0,
"config_list": config_list,
"timeout": 120,
"functions": [
{
"name": "get_account_id",
"description": "retrieves the account id for a user given their name",
"parameters": {
"type": "object",
"properties": {
"name": {
"type": "string",
"description": "The name of the customer that will be used to lookup the account id"
}
},
"required": ["name"]
}
},
{
"name": "get_last_bill_amount",
"description": "Retrieves the last bill amount for a user for a given account id.",
"parameters": {
"type": "object",
"properties": {
"account_id": {
"type": "string",
"description": "The account id fetched from get_account_id that will be used to lookup the last bill for the customer"
}
},
"required": ["account_id"]
}
}
]
}

nofunction_llm_config = {
"cache_seed": 42, # change the cache_seed for different trials
"temperature": 0,
"config_list": config_list,
"timeout": 120,

}

name_to_account_id = {
"Alice": "A123",
"Bob": "B456",
"Charlie": "C789"
}

account_id_to_bill = {
"A123": 120.50,
"B456": 200.75,
"C789": 99.99
}

def get_account_id(name):
print("--------------------")
print(name_to_account_id.get(name, "Name not found")),
return name_to_account_id.get(name, "Name not found")

def get_last_bill_amount(account_id):
return account_id_to_bill.get(account_id, "Account ID not found")

为我们的代理创建提示

billing_assistant_agent_prompt = '''
该代理是一个有用的助手，可以检索客户的账户 ID 和上次账单金额。
任何其他客户服务请求都不属于该代理的工作范围。
完成对用户的帮助后，输出 TERMINATE'''

创建代理，并为其配置已定义的函数定义

billing_assistant_agent = autogen.AssistantAgent(
name="billing_assistant_agent",
system_message=billing_assistant_agent_prompt,
llm_config=function_llm_config,
)

首先定义我们的用户代理，记住将 human_input_mode 设置为 NEVER，这样它才能

正确执行功能

user_proxy = autogen.UserProxyAgent(
name="user_proxy",
human_input_mode="NEVER",
max_consecutive_auto_reply=10,
is_termination_msg=lambda x: x.get("content", "") and x.get("content", "").rstrip().endswith("TERMINATE"),
)

接下来我们注册我们的函数，这非常简单

我们只需提供一个字典，将我们希望 llm 调用的名称映射为实际函数的引用

好的做法是让 llm 试图调用的名称与实际的预定义函数相同

但我们也可以随心所欲地调用它们、

user_proxy.register_function(
function_map={
"get_account_id": get_account_id,
"get_last_bill_amount": get_last_bill_amount,
}
)

user_proxy.initiate_chat(billing_assistant_agent, message="My name is Bob, can you tell me what my last bill was?")`

Expected Behavior

No response

Screenshots and logs

No response

Additional Information

No response