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zhang-3000
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Commit
·
615cf93
1
Parent(s):
d296d04
app.py
CHANGED
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import os
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from lagent.
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import copy
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import os
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from typing import List
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import streamlit as st
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from lagent.actions import ArxivSearch
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from lagent.prompts.parsers import PluginParser
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from lagent.agents.stream import INTERPRETER_CN, META_CN, PLUGIN_CN, AgentForInternLM, get_plugin_prompt
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from lagent.llms import GPTAPI
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class SessionState:
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"""管理会话状态的类。"""
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def init_state(self):
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"""初始化会话状态变量。"""
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st.session_state['assistant'] = [] # 助手消息历史
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st.session_state['user'] = [] # 用户消息历史
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# 初始化插件列表
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action_list = [
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ArxivSearch(),
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]
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st.session_state['plugin_map'] = {action.name: action for action in action_list}
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st.session_state['model_map'] = {} # 存储模型实例
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st.session_state['model_selected'] = None # 当前选定模型
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st.session_state['plugin_actions'] = set() # 当前激活插件
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st.session_state['history'] = [] # 聊天历史
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st.session_state['api_base'] = None # 初始化API base地址
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def clear_state(self):
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"""清除当前会话状态。"""
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st.session_state['assistant'] = []
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st.session_state['user'] = []
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st.session_state['model_selected'] = None
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class StreamlitUI:
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"""管理 Streamlit 界面的类。"""
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def __init__(self, session_state: SessionState):
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self.session_state = session_state
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self.plugin_action = [] # 当前选定的插件
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# 初始化提示词
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self.meta_prompt = META_CN
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self.plugin_prompt = PLUGIN_CN
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self.init_streamlit()
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def init_streamlit(self):
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"""初始化 Streamlit 的 UI 设置。"""
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st.set_page_config(
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layout='wide',
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page_title='lagent-web',
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page_icon='./docs/imgs/lagent_icon.png'
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)
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st.header(':robot_face: :blue[Lagent] Web Demo ', divider='rainbow')
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def setup_sidebar(self):
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"""设置侧边栏,选择模型和插件。"""
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# 模型名称和 API Base 输入框
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model_name = st.sidebar.text_input('模型名称:', value='internlm2.5-latest')
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# ================================== 硅基流动的API ==================================
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# 注意,如果采用硅基流动API,模型名称需要更改为:internlm/internlm2_5-7b-chat 或者 internlm/internlm2_5-20b-chat
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# api_base = st.sidebar.text_input(
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# 'API Base 地址:', value='https://api.siliconflow.cn/v1/chat/completions'
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# )
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# ================================== 浦语官方的API ==================================
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api_base = st.sidebar.text_input(
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'API Base 地址:', value='https://internlm-chat.intern-ai.org.cn/puyu/api/v1/chat/completions'
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)
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# ==================================================================================
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# 插件选择
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plugin_name = st.sidebar.multiselect(
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'插件选择',
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options=list(st.session_state['plugin_map'].keys()),
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default=[],
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)
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# 根据选择的插件生成插件操作列表
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self.plugin_action = [st.session_state['plugin_map'][name] for name in plugin_name]
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# 动态生成插件提示
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if self.plugin_action:
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self.plugin_prompt = get_plugin_prompt(self.plugin_action)
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# 清空对话按钮
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if st.sidebar.button('清空对话', key='clear'):
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self.session_state.clear_state()
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return model_name, api_base, self.plugin_action
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def initialize_chatbot(self, model_name, api_base, plugin_action):
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"""初始化 GPTAPI 实例作为 chatbot。"""
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token = os.getenv("token")
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if not token:
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st.error("未检测到环境变量 `token`,请设置环境变量,例如 `export token='your_token_here'` 后重新运行 X﹏X")
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st.stop() # 停止运行应用
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# 创建完整的 meta_prompt,保留原始结构并动态插入侧边栏配置
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meta_prompt = [
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{"role": "system", "content": self.meta_prompt, "api_role": "system"},
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{"role": "user", "content": "", "api_role": "user"},
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{"role": "assistant", "content": self.plugin_prompt, "api_role": "assistant"},
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{"role": "environment", "content": "", "api_role": "environment"}
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]
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api_model = GPTAPI(
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model_type=model_name,
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api_base=api_base,
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key=token, # 从环境变量中获取授权令牌
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meta_template=meta_prompt,
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max_new_tokens=512,
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temperature=0.8,
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top_p=0.9
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)
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return api_model
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def render_user(self, prompt: str):
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"""渲染用户输入内容。"""
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with st.chat_message('user'):
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st.markdown(prompt)
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def render_assistant(self, agent_return):
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"""渲染助手响应内容。"""
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with st.chat_message('assistant'):
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content = getattr(agent_return, "content", str(agent_return))
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st.markdown(content if isinstance(content, str) else str(content))
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def main():
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"""主函数,运行 Streamlit 应用。"""
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if 'ui' not in st.session_state:
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session_state = SessionState()
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session_state.init_state()
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st.session_state['ui'] = StreamlitUI(session_state)
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else:
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st.set_page_config(
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layout='wide',
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page_title='lagent-web',
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page_icon='./docs/imgs/lagent_icon.png'
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)
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st.header(':robot_face: :blue[Lagent] Web Demo ', divider='rainbow')
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# 设置侧边栏并获取模型和插件信息
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model_name, api_base, plugin_action = st.session_state['ui'].setup_sidebar()
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plugins = [dict(type=f"lagent.actions.{plugin.__class__.__name__}") for plugin in plugin_action]
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if (
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'chatbot' not in st.session_state or
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model_name != st.session_state['chatbot'].model_type or
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'last_plugin_action' not in st.session_state or
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plugin_action != st.session_state['last_plugin_action'] or
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api_base != st.session_state['api_base']
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):
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# 更新 Chatbot
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st.session_state['chatbot'] = st.session_state['ui'].initialize_chatbot(model_name, api_base, plugin_action)
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st.session_state['last_plugin_action'] = plugin_action # 更新插件状态
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st.session_state['api_base'] = api_base # 更新 API Base 地址
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# 初始化 AgentForInternLM
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st.session_state['agent'] = AgentForInternLM(
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llm=st.session_state['chatbot'],
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plugins=plugins,
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output_format=dict(
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type=PluginParser,
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template=PLUGIN_CN,
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prompt=get_plugin_prompt(plugin_action)
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)
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)
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# 清空对话历史
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st.session_state['session_history'] = []
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if 'agent' not in st.session_state:
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st.session_state['agent'] = None
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agent = st.session_state['agent']
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for prompt, agent_return in zip(st.session_state['user'], st.session_state['assistant']):
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st.session_state['ui'].render_user(prompt)
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st.session_state['ui'].render_assistant(agent_return)
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# 处理用户输入
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if user_input := st.chat_input(''):
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st.session_state['ui'].render_user(user_input)
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# 调用模型时确保侧边栏的系统提示词和插件提示词生效
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res = agent(user_input, session_id=0)
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st.session_state['ui'].render_assistant(res)
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# 更新会话状态
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st.session_state['user'].append(user_input)
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st.session_state['assistant'].append(copy.deepcopy(res))
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st.session_state['last_status'] = None
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if __name__ == '__main__':
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main()
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lagent
ADDED
@@ -0,0 +1 @@
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Subproject commit a58c914616dbedaf5caae912dd617aa5c508112e
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