[<Agent component: framework|tool|llm|etc...>] about modelscope-agent HOT 1 OPEN

可以参考以下代码：

`
from modelscope_agent.memory import MemoryWithRag
from modelscope_agent.agents import RolePlay

role_template = '知识库查询小助手，可以优先通过查询本地知识库来回答用户的问题'
llm_config = {
'model': 'GLM-4',
'model_server': 'zhipu'
}
function_list = []
file_paths = ['./tests/samples/常见QA.pdf']
bot = RolePlay(function_list=function_list,llm=llm_config, instruction=role_template)
memory = MemoryWithRag(urls=file_paths, use_knowledge_cache=False)
use_llm = True if len(function_list) else False

query = "高德天气API在哪申请"
ref_doc = memory.run(query, use_llm=use_llm)

response = bot.run(query, remote=False, print_info=True, ref_doc=ref_doc)
text = ''
for chunk in response:
text += chunk
print(text)
`

from modelscope-agent.