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from flask import Flask, request, jsonify, send_from_directory, render_template, redirect, url_for, session
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from flask_cors import CORS
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import os
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import time
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import traceback
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import json
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import re
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import sys
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import io
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import threading
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import queue
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import contextlib
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import signal
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import psutil
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from dotenv import load_dotenv
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from modules.knowledge_base.routes import knowledge_bp
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from modules.code_executor.routes import code_executor_bp
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from modules.visualization.routes import visualization_bp
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from modules.agent_builder.routes import agent_builder_bp
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load_dotenv()
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app = Flask(__name__)
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CORS(app)
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app.secret_key = os.getenv("SECRET_KEY", "your_secret_key_here")
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app.register_blueprint(knowledge_bp, url_prefix='/api/knowledge')
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app.register_blueprint(code_executor_bp, url_prefix='/api/code')
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app.register_blueprint(visualization_bp, url_prefix='/api/visualization')
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app.register_blueprint(agent_builder_bp, url_prefix='/api/agent')
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os.makedirs('static', exist_ok=True)
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os.makedirs('uploads', exist_ok=True)
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os.makedirs('agents', exist_ok=True)
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execution_contexts = {}
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users = {
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"teachers": [
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{"username": "teacher", "password": "123456", "name": "李志刚"},
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{"username": "admin", "password": "admin123", "name": "管理员"}
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],
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"students": [
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{"username": "student1", "password": "123456", "name": "张三"},
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{"username": "student2", "password": "123456", "name": "李四"}
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]
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}
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student_activities = {}
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def get_memory_usage():
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"""获取当前进程的内存使用情况"""
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process = psutil.Process(os.getpid())
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return f"{process.memory_info().rss / 1024 / 1024:.1f} MB"
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class CustomStdin:
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def __init__(self, input_queue):
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self.input_queue = input_queue
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self.buffer = ""
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def readline(self):
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if not self.buffer:
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self.buffer = self.input_queue.get() + "\n"
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result = self.buffer
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self.buffer = ""
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return result
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class InteractiveExecution:
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"""管理Python代码的交互式执行"""
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def __init__(self, code):
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self.code = code
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self.context_id = str(time.time())
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self.is_complete = False
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self.is_waiting_for_input = False
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self.stdout_buffer = io.StringIO()
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self.last_read_position = 0
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self.input_queue = queue.Queue()
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self.error = None
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self.thread = None
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self.should_terminate = False
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def run(self):
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"""在单独的线程中启动执行"""
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self.thread = threading.Thread(target=self._execute)
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self.thread.daemon = True
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self.thread.start()
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time.sleep(0.1)
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return self.context_id
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def _execute(self):
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"""执行代码,处理标准输入输出"""
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try:
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orig_stdin = sys.stdin
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orig_stdout = sys.stdout
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custom_stdin = CustomStdin(self.input_queue)
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sys.stdin = custom_stdin
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sys.stdout = self.stdout_buffer
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try:
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self._last_check_time = 0
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def check_termination():
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if self.should_terminate:
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raise KeyboardInterrupt("Execution terminated by user")
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shared_namespace = {
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"__builtins__": __builtins__,
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"_check_termination": check_termination,
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"time": time,
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"__name__": "__main__"
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}
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try:
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exec(self.code, shared_namespace)
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except KeyboardInterrupt:
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print("\nExecution terminated by user")
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except Exception as e:
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self.error = {
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"error": str(e),
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"traceback": traceback.format_exc()
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}
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finally:
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sys.stdin = orig_stdin
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sys.stdout = orig_stdout
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self.is_complete = True
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except Exception as e:
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self.error = {
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"error": str(e),
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"traceback": traceback.format_exc()
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}
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self.is_complete = True
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def terminate(self):
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"""终止执行"""
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self.should_terminate = True
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if self.is_waiting_for_input:
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self.input_queue.put("\n")
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time.sleep(0.2)
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self.is_complete = True
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return True
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def provide_input(self, user_input):
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"""为运行的代码提供输入"""
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self.input_queue.put(user_input)
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self.is_waiting_for_input = False
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return True
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def get_output(self):
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"""获取stdout缓冲区的当前内容"""
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output = self.stdout_buffer.getvalue()
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return output
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def get_new_output(self):
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"""只获取自上次读取以来的新输出"""
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current_value = self.stdout_buffer.getvalue()
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if self.last_read_position < len(current_value):
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new_output = current_value[self.last_read_position:]
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self.last_read_position = len(current_value)
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return new_output
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return ""
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def record_student_activity(username, activity_type, title, agent_id=None, agent_name=None):
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"""记录学生活动"""
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if username not in student_activities:
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student_activities[username] = []
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activity = {
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"type": activity_type,
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"title": title,
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"timestamp": int(time.time()),
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"agent_id": agent_id,
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"agent_name": agent_name
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}
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student_activities[username].insert(0, activity)
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if len(student_activities[username]) > 20:
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student_activities[username] = student_activities[username][:20]
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return activity
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@app.route('/login.html')
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def login_page():
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"""登录页面"""
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return render_template('login.html')
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@app.route('/api/auth/login', methods=['POST'])
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def login():
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"""处理登录请求"""
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data = request.json
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username = data.get('username')
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password = data.get('password')
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user_type = data.get('type', 'teacher')
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if user_type == 'teacher':
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user_list = users['teachers']
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else:
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user_list = users['students']
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for user in user_list:
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if user['username'] == username and user['password'] == password:
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session['logged_in'] = True
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session['username'] = username
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session['user_type'] = user_type
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session['user_name'] = user['name']
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return jsonify({
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'success': True,
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'user': {
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'name': user['name'],
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'type': user_type
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}
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})
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return jsonify({
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'success': False,
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'message': '用户名或密码错误'
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}), 401
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@app.route('/api/auth/logout', methods=['POST'])
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def logout():
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"""处理登出请求"""
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session.clear()
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return jsonify({
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'success': True
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})
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@app.route('/api/auth/check', methods=['GET'])
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def check_auth():
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"""检查用户是否已登录"""
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if session.get('logged_in'):
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return jsonify({
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'success': True,
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'user': {
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'name': session.get('user_name'),
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'type': session.get('user_type')
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}
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})
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return jsonify({
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'success': False
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}), 401
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def login_required(f):
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def decorated_function(*args, **kwargs):
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if not session.get('logged_in'):
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return redirect(url_for('login_page'))
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return f(*args, **kwargs)
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decorated_function.__name__ = f.__name__
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return decorated_function
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def teacher_required(f):
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def decorated_function(*args, **kwargs):
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if not session.get('logged_in') or session.get('user_type') != 'teacher':
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return jsonify({
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'success': False,
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'message': '需要教师权限'
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}), 403
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return f(*args, **kwargs)
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decorated_function.__name__ = f.__name__
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return decorated_function
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def student_required(f):
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def decorated_function(*args, **kwargs):
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if not session.get('logged_in') or session.get('user_type') != 'student':
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return jsonify({
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'success': False,
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'message': '需要学生权限'
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}), 403
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return f(*args, **kwargs)
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decorated_function.__name__ = f.__name__
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return decorated_function
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@app.route('/')
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def root():
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"""重定向到登录页面或主界面"""
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if session.get('logged_in'):
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if session.get('user_type') == 'teacher':
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return redirect('/index.html')
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else:
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return redirect('/student_portal.html')
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return redirect('/login.html')
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@app.route('/index.html')
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@login_required
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def index():
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"""教师端主界面"""
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if session.get('user_type') != 'teacher':
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return redirect('/student_portal.html')
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return render_template('index.html')
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@app.route('/student_portal.html')
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@login_required
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def student_portal():
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"""学生端门户"""
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if session.get('user_type') != 'student':
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return redirect('/index.html')
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return render_template('student_portal.html')
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@app.route('/code_execution.html')
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def code_execution_page():
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"""代码执行页面"""
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return send_from_directory(os.path.dirname(os.path.abspath(__file__)), 'templates/code_execution.html')
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@app.route('/verify_token.html')
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def verify_token_page():
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"""令牌验证页面"""
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return render_template('token_verification.html')
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@app.route('/api/progress/<task_id>', methods=['GET'])
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def get_progress(task_id):
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"""获取文档处理进度"""
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try:
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from modules.knowledge_base.routes import processing_tasks
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progress_data = processing_tasks.get(task_id, {
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'progress': 0,
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'status': '未找到任务',
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'error': True
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})
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return jsonify({"success": True, "data": progress_data})
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except Exception as e:
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traceback.print_exc()
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return jsonify({"success": False, "message": str(e)}), 500
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@app.route('/student/<agent_id>')
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def student_view(agent_id):
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"""学生访问Agent界面"""
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token = request.args.get('token', '')
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agent_path = os.path.join('agents', f"{agent_id}.json")
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if not os.path.exists(agent_path):
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return render_template('error.html',
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message="找不到指定的Agent",
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error_code=404)
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with open(agent_path, 'r', encoding='utf-8') as f:
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try:
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agent_config = json.load(f)
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except:
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return render_template('error.html',
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message="Agent配置无效",
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error_code=500)
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if token:
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valid_token = False
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if "distributions" in agent_config:
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for dist in agent_config["distributions"]:
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if dist.get("token") == token:
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valid_token = True
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break
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if not valid_token:
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return render_template('token_verification.html',
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message="访问令牌无效",
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error_code=403)
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if "distributions" in agent_config:
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for dist in agent_config["distributions"]:
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if dist.get("token") == token:
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dist["usage_count"] = dist.get("usage_count", 0) + 1
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if "stats" not in agent_config:
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agent_config["stats"] = {}
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agent_config["stats"]["usage_count"] = agent_config["stats"].get("usage_count", 0) + 1
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agent_config["stats"]["last_used"] = int(time.time())
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with open(agent_path, 'w', encoding='utf-8') as f:
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json.dump(agent_config, f, ensure_ascii=False, indent=2)
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break
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return render_template('student.html',
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agent_id=agent_id,
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agent_name=agent_config.get('name', 'AI学习助手'),
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agent_description=agent_config.get('description', ''),
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token=token)
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@app.route('/api/student/chat/<agent_id>', methods=['POST'])
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def student_chat(agent_id):
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"""学生与Agent聊天的API"""
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try:
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data = request.json
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message = data.get('message', '')
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token = data.get('token', '')
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if not message:
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return jsonify({"success": False, "message": "消息不能为空"}), 400
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agent_path = os.path.join('agents', f"{agent_id}.json")
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if not os.path.exists(agent_path):
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return jsonify({"success": False, "message": "Agent不存在"}), 404
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with open(agent_path, 'r', encoding='utf-8') as f:
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agent_config = json.load(f)
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if token and "distributions" in agent_config:
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valid_token = False
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for dist in agent_config["distributions"]:
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if dist.get("token") == token:
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valid_token = True
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dist["usage_count"] = dist.get("usage_count", 0) + 1
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break
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if not valid_token:
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return jsonify({"success": False, "message": "访问令牌无效"}), 403
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if "stats" not in agent_config:
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agent_config["stats"] = {}
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agent_config["stats"]["usage_count"] = agent_config["stats"].get("usage_count", 0) + 1
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agent_config["stats"]["last_used"] = int(time.time())
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with open(agent_path, 'w', encoding='utf-8') as f:
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json.dump(agent_config, f, ensure_ascii=False, indent=2)
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knowledge_bases = agent_config.get('knowledge_bases', [])
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plugins = agent_config.get('plugins', [])
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subject = agent_config.get('subject', agent_config.get('name', '通用学科'))
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instructor = agent_config.get('instructor', '教师')
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from modules.knowledge_base.generator import Generator
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generator = Generator(subject=subject, instructor=instructor)
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suggested_plugins = []
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if 'code' in plugins and ('代码' in message or 'python' in message.lower() or '编程' in message or 'code' in message.lower() or 'program' in message.lower()):
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suggested_plugins.append('code')
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if 'visualization' in plugins and ('3d' in message.lower() or '可视化' in message or '图形' in message):
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suggested_plugins.append('visualization')
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if 'mindmap' in plugins and ('思维导图' in message or 'mindmap' in message.lower()):
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suggested_plugins.append('mindmap')
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if session.get('logged_in'):
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username = session.get('username')
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record_student_activity(
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username=username,
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activity_type='chat',
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title=f'与 {agent_config.get("name", "AI助手")} 进行了对话',
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agent_id=agent_id,
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agent_name=agent_config.get('name')
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)
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if 'code' in suggested_plugins:
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record_student_activity(
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username=username,
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activity_type='code',
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title='执行了Python代码',
|
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agent_id=agent_id,
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agent_name=agent_config.get('name')
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)
|
|
|
|
if 'visualization' in suggested_plugins:
|
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record_student_activity(
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username=username,
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activity_type='viz',
|
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title='查看了3D可视化图形',
|
|
agent_id=agent_id,
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agent_name=agent_config.get('name')
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)
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|
|
|
if 'mindmap' in suggested_plugins:
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record_student_activity(
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|
username=username,
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|
activity_type='mindmap',
|
|
title='生成了思维导图',
|
|
agent_id=agent_id,
|
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agent_name=agent_config.get('name')
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)
|
|
|
|
|
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if not knowledge_bases:
|
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|
|
print(f"\n=== 处理查询: {message} (无知识库) ===")
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|
|
|
|
|
final_response = ""
|
|
for chunk in generator.generate_stream(message, []):
|
|
if isinstance(chunk, dict):
|
|
continue
|
|
final_response += chunk
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|
|
|
|
|
return jsonify({
|
|
"success": True,
|
|
"message": final_response,
|
|
"tools": suggested_plugins
|
|
})
|
|
|
|
|
|
try:
|
|
|
|
from modules.knowledge_base.retriever import Retriever
|
|
from modules.knowledge_base.reranker import Reranker
|
|
|
|
retriever = Retriever()
|
|
reranker = Reranker()
|
|
|
|
|
|
tools = []
|
|
|
|
|
|
tool_to_index = {}
|
|
|
|
for i, index in enumerate(knowledge_bases):
|
|
display_name = index[4:] if index.startswith('rag_') else index
|
|
|
|
|
|
is_video = "视频" in display_name or "video" in display_name.lower()
|
|
|
|
|
|
if is_video:
|
|
tool_name = f"video_knowledge_base_{i+1}"
|
|
description = f"在'{display_name}'视频知识库中搜索,返回带时间戳的视频链接。适用于需要视频讲解的问题。"
|
|
else:
|
|
tool_name = f"knowledge_base_{i+1}"
|
|
description = f"在'{display_name}'知识库中搜索专业知识、概念和原理。适用于需要文本说明的问题。"
|
|
|
|
|
|
tool_to_index[tool_name] = index
|
|
|
|
tools.append({
|
|
"type": "function",
|
|
"function": {
|
|
"name": tool_name,
|
|
"description": description,
|
|
"parameters": {
|
|
"type": "object",
|
|
"properties": {
|
|
"keywords": {
|
|
"type": "array",
|
|
"items": {"type": "string"},
|
|
"description": "搜索的关键词列表"
|
|
}
|
|
},
|
|
"required": ["keywords"],
|
|
"additionalProperties": False
|
|
},
|
|
"strict": True
|
|
}
|
|
})
|
|
|
|
|
|
print(f"\n=== 处理查询: {message} ===")
|
|
tool_calls = generator.extract_keywords_with_tools(message, tools)
|
|
|
|
|
|
if not tool_calls:
|
|
print("未检测到需要使用知识库,直接回答")
|
|
final_response = ""
|
|
for chunk in generator.generate_stream(message, []):
|
|
if isinstance(chunk, dict):
|
|
continue
|
|
final_response += chunk
|
|
|
|
return jsonify({
|
|
"success": True,
|
|
"message": final_response,
|
|
"tools": suggested_plugins
|
|
})
|
|
|
|
|
|
all_docs = []
|
|
|
|
|
|
for tool_call in tool_calls:
|
|
try:
|
|
tool_name = tool_call["function"]["name"]
|
|
actual_index = tool_to_index.get(tool_name)
|
|
|
|
if not actual_index:
|
|
print(f"找不到工具名称 '{tool_name}' 对应的索引")
|
|
continue
|
|
|
|
print(f"\n执行工具 '{tool_name}' -> 使用索引 '{actual_index}'")
|
|
|
|
arguments = json.loads(tool_call["function"]["arguments"])
|
|
keywords = " ".join(arguments.get("keywords", []))
|
|
|
|
if not keywords:
|
|
print("没有提供关键词,跳过检索")
|
|
continue
|
|
|
|
print(f"检索关键词: {keywords}")
|
|
|
|
|
|
retrieved_docs, _ = retriever.retrieve(keywords, specific_index=actual_index)
|
|
print(f"检索到 {len(retrieved_docs)} 个文档")
|
|
|
|
|
|
reranked_docs = reranker.rerank(message, retrieved_docs, actual_index)
|
|
print(f"重排序完成,排序后有 {len(reranked_docs)} 个文档")
|
|
|
|
|
|
all_docs.extend(reranked_docs)
|
|
|
|
except Exception as e:
|
|
print(f"执行工具 '{tool_call.get('function', {}).get('name', '未知')}' 调用时出错: {str(e)}")
|
|
import traceback
|
|
traceback.print_exc()
|
|
|
|
|
|
if not all_docs:
|
|
print("未检索到任何相关文档,直接回答")
|
|
final_response = ""
|
|
for chunk in generator.generate_stream(message, []):
|
|
if isinstance(chunk, dict):
|
|
continue
|
|
final_response += chunk
|
|
|
|
return jsonify({
|
|
"success": True,
|
|
"message": final_response,
|
|
"tools": suggested_plugins
|
|
})
|
|
|
|
|
|
all_docs.sort(key=lambda x: x.get('rerank_score', 0), reverse=True)
|
|
print(f"\n最终收集到 {len(all_docs)} 个文档用于生成回答")
|
|
|
|
|
|
references = []
|
|
for i, doc in enumerate(all_docs[:3], 1):
|
|
file_name = doc['metadata'].get('file_name', '未知文件')
|
|
content = doc['content']
|
|
|
|
|
|
summary = content[:100] + ('...' if len(content) > 100 else '')
|
|
|
|
references.append({
|
|
'index': i,
|
|
'file_name': file_name,
|
|
'content': content,
|
|
'summary': summary
|
|
})
|
|
|
|
|
|
final_response = ""
|
|
for chunk in generator.generate_stream(message, all_docs):
|
|
if isinstance(chunk, dict):
|
|
continue
|
|
final_response += chunk
|
|
|
|
|
|
return jsonify({
|
|
"success": True,
|
|
"message": final_response,
|
|
"tools": suggested_plugins,
|
|
"references": references
|
|
})
|
|
|
|
except Exception as e:
|
|
import traceback
|
|
traceback.print_exc()
|
|
return jsonify({
|
|
"success": False,
|
|
"message": f"处理查询时出错: {str(e)}"
|
|
}), 500
|
|
|
|
except Exception as e:
|
|
import traceback
|
|
traceback.print_exc()
|
|
return jsonify({"success": False, "message": str(e)}), 500
|
|
|
|
|
|
@app.route('/api/student/activities', methods=['GET'])
|
|
@student_required
|
|
def get_student_activities():
|
|
"""获取学生活动记录"""
|
|
try:
|
|
username = session.get('username')
|
|
|
|
|
|
activities = student_activities.get(username, [])
|
|
|
|
|
|
formatted_activities = []
|
|
for activity in activities:
|
|
|
|
timestamp = activity['timestamp']
|
|
current_time = int(time.time())
|
|
|
|
if current_time - timestamp < 86400:
|
|
if current_time - timestamp < 3600:
|
|
time_text = f"{(current_time - timestamp) // 60}分钟前"
|
|
else:
|
|
time_text = f"今天 {time.strftime('%H:%M', time.localtime(timestamp))}"
|
|
elif current_time - timestamp < 172800:
|
|
time_text = f"昨天 {time.strftime('%H:%M', time.localtime(timestamp))}"
|
|
else:
|
|
time_text = time.strftime('%m月%d日 %H:%M', time.localtime(timestamp))
|
|
|
|
formatted_activities.append({
|
|
"type": activity['type'],
|
|
"title": activity['title'],
|
|
"time": time_text,
|
|
"agent_id": activity.get('agent_id'),
|
|
"agent_name": activity.get('agent_name')
|
|
})
|
|
|
|
return jsonify({
|
|
"success": True,
|
|
"activities": formatted_activities
|
|
})
|
|
|
|
except Exception as e:
|
|
import traceback
|
|
traceback.print_exc()
|
|
return jsonify({
|
|
"success": False,
|
|
"message": str(e)
|
|
}), 500
|
|
|
|
|
|
@app.route('/api/verify_token', methods=['POST'])
|
|
def verify_token():
|
|
"""验证访问令牌有效性"""
|
|
try:
|
|
data = request.json
|
|
token = data.get('token', '')
|
|
agent_id = data.get('agent_id', '')
|
|
|
|
if not token:
|
|
return jsonify({
|
|
"success": False,
|
|
"message": "未提供访问令牌"
|
|
}), 400
|
|
|
|
|
|
if agent_id:
|
|
agent_path = os.path.join('agents', f"{agent_id}.json")
|
|
if not os.path.exists(agent_path):
|
|
return jsonify({
|
|
"success": False,
|
|
"message": "Agent不存在"
|
|
}), 404
|
|
|
|
with open(agent_path, 'r', encoding='utf-8') as f:
|
|
agent_config = json.load(f)
|
|
|
|
|
|
if "distributions" in agent_config:
|
|
for dist in agent_config["distributions"]:
|
|
if dist.get("token") == token:
|
|
|
|
if dist.get("expires_at", 0) > 0 and dist.get("expires_at", 0) < time.time():
|
|
return jsonify({
|
|
"success": False,
|
|
"message": "访问令牌已过期"
|
|
})
|
|
|
|
return jsonify({
|
|
"success": True,
|
|
"agent": {
|
|
"id": agent_id,
|
|
"name": agent_config.get('name', 'AI学习助手'),
|
|
"description": agent_config.get('description', ''),
|
|
"subject": agent_config.get('subject', ''),
|
|
"instructor": agent_config.get('instructor', '教师')
|
|
}
|
|
})
|
|
|
|
return jsonify({
|
|
"success": False,
|
|
"message": "访问令牌无效"
|
|
})
|
|
|
|
|
|
valid_agent = None
|
|
|
|
for filename in os.listdir('agents'):
|
|
if filename.endswith('.json'):
|
|
agent_path = os.path.join('agents', filename)
|
|
with open(agent_path, 'r', encoding='utf-8') as f:
|
|
agent_config = json.load(f)
|
|
|
|
|
|
if "distributions" in agent_config:
|
|
for dist in agent_config["distributions"]:
|
|
if dist.get("token") == token:
|
|
|
|
if dist.get("expires_at", 0) > 0 and dist.get("expires_at", 0) < time.time():
|
|
continue
|
|
|
|
valid_agent = {
|
|
"id": agent_config.get('id'),
|
|
"name": agent_config.get('name', 'AI学习助手'),
|
|
"description": agent_config.get('description', ''),
|
|
"subject": agent_config.get('subject', ''),
|
|
"instructor": agent_config.get('instructor', '教师')
|
|
}
|
|
break
|
|
|
|
if valid_agent:
|
|
break
|
|
|
|
if valid_agent:
|
|
return jsonify({
|
|
"success": True,
|
|
"agent": valid_agent
|
|
})
|
|
|
|
return jsonify({
|
|
"success": False,
|
|
"message": "未找到匹配的访问令牌"
|
|
})
|
|
|
|
except Exception as e:
|
|
import traceback
|
|
traceback.print_exc()
|
|
return jsonify({
|
|
"success": False,
|
|
"message": f"验证访问令牌时出错: {str(e)}"
|
|
}), 500
|
|
|
|
|
|
@app.route('/api/student/agents', methods=['GET'])
|
|
@student_required
|
|
def get_student_agents():
|
|
"""获取学生可访问的Agent列表"""
|
|
try:
|
|
|
|
|
|
agents = []
|
|
|
|
for filename in os.listdir('agents'):
|
|
if filename.endswith('.json'):
|
|
agent_path = os.path.join('agents', filename)
|
|
with open(agent_path, 'r', encoding='utf-8') as f:
|
|
agent_config = json.load(f)
|
|
|
|
|
|
agent_info = {
|
|
"id": agent_config.get('id'),
|
|
"name": agent_config.get('name', 'AI学习助手'),
|
|
"description": agent_config.get('description', ''),
|
|
"subject": agent_config.get('subject', ''),
|
|
"instructor": agent_config.get('instructor', '教师'),
|
|
"plugins": agent_config.get('plugins', []),
|
|
"last_used": agent_config.get('stats', {}).get('last_used')
|
|
}
|
|
|
|
|
|
if "distributions" in agent_config and agent_config["distributions"]:
|
|
|
|
agent_info["token"] = agent_config["distributions"][0].get("token")
|
|
|
|
agents.append(agent_info)
|
|
|
|
|
|
agents.sort(key=lambda x: x.get('last_used', 0) or 0, reverse=True)
|
|
|
|
return jsonify({
|
|
"success": True,
|
|
"agents": agents
|
|
})
|
|
|
|
except Exception as e:
|
|
import traceback
|
|
traceback.print_exc()
|
|
return jsonify({
|
|
"success": False,
|
|
"message": str(e)
|
|
}), 500
|
|
|
|
if __name__ == '__main__':
|
|
app.run(debug=True, host='0.0.0.0', port=7860) |