身份令牌验证与推荐接口
Change-Id: I572c2e74b9336f2f472805d164969656278dfd8d
diff --git a/Merge/back_rhj/app/utils/__pycache__/data_loader.cpython-312.pyc b/Merge/back_rhj/app/utils/__pycache__/data_loader.cpython-312.pyc
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--- a/Merge/back_rhj/app/utils/__pycache__/graph_build.cpython-312.pyc
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diff --git a/Merge/back_rhj/app/utils/__pycache__/scheduler_manager.cpython-312.pyc b/Merge/back_rhj/app/utils/__pycache__/scheduler_manager.cpython-312.pyc
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diff --git a/Merge/back_rhj/app/utils/scheduler_manager.py b/Merge/back_rhj/app/utils/scheduler_manager.py
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+++ b/Merge/back_rhj/app/utils/scheduler_manager.py
@@ -0,0 +1,148 @@
+"""
+定时任务管理器模块
+用于管理LightGCN图重建的定时任务
+"""
+import logging
+import os
+from datetime import datetime
+from apscheduler.schedulers.background import BackgroundScheduler
+from apscheduler.triggers.interval import IntervalTrigger
+from apscheduler.executors.pool import ThreadPoolExecutor
+from .graph_build import build_user_post_graph
+
+# 配置日志
+logging.basicConfig(
+ level=logging.INFO,
+ format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
+)
+logger = logging.getLogger(__name__)
+
+class SchedulerManager:
+ """定时任务管理器"""
+
+ def __init__(self):
+ self.scheduler = None
+ self.is_running = False
+ self.last_rebuild_time = None
+ self.rebuild_count = 0
+ self.error_count = 0
+ self.last_error = None
+
+ def init_scheduler(self, app):
+ """初始化调度器"""
+ if self.scheduler is None:
+ # 从配置中获取设置
+ timezone = getattr(app.config, 'SCHEDULER_TIMEZONE', 'Asia/Shanghai')
+ max_threads = getattr(app.config, 'MAX_SCHEDULER_THREADS', 5)
+
+ # 配置执行器
+ executors = {
+ 'default': ThreadPoolExecutor(max_threads)
+ }
+
+ # 创建调度器
+ self.scheduler = BackgroundScheduler(
+ executors=executors,
+ timezone=timezone
+ )
+
+ app.scheduler_manager = self
+ logger.info(f"调度器初始化完成，时区: {timezone}, 最大线程数: {max_threads}")
+
+ def rebuild_graph_job(self):
+ """重新构建LightGCN图的任务函数"""
+ try:
+ logger.info(f"开始第{self.rebuild_count + 1}次重新构建LightGCN图...")
+ start_time = datetime.now()
+
+ # 执行图构建
+ build_user_post_graph()
+
+ end_time = datetime.now()
+ duration = (end_time - start_time).total_seconds()
+
+ self.last_rebuild_time = end_time
+ self.rebuild_count += 1
+ self.last_error = None # 清除上次错误
+
+ logger.info(f"LightGCN图重新构建完成，耗时: {duration:.2f}秒")
+
+ except Exception as e:
+ self.error_count += 1
+ self.last_error = str(e)
+ logger.error(f"LightGCN图重新构建失败: {str(e)}")
+
+ def start_graph_rebuild_task(self, interval_minutes=1):
+ """启动图重建定时任务"""
+ if self.scheduler is None:
+ raise RuntimeError("调度器未初始化")
+
+ job_id = 'rebuild_lightgcn_graph'
+
+ # 如果任务已存在，先移除
+ if self.scheduler.get_job(job_id):
+ self.scheduler.remove_job(job_id)
+
+ # 添加新任务
+ self.scheduler.add_job(
+ func=self.rebuild_graph_job,
+ trigger=IntervalTrigger(minutes=interval_minutes),
+ id=job_id,
+ name=f'重新构建LightGCN图(每{interval_minutes}分钟)',
+ replace_existing=True,
+ max_instances=1 # 防止重复执行
+ )
+
+ if not self.scheduler.running:
+ self.scheduler.start()
+
+ self.is_running = True
+ logger.info(f"图重建定时任务已启动，间隔: {interval_minutes}分钟")
+
+ def stop_graph_rebuild_task(self):
+ """停止图重建定时任务"""
+ if self.scheduler and self.scheduler.running:
+ job_id = 'rebuild_lightgcn_graph'
+ if self.scheduler.get_job(job_id):
+ self.scheduler.remove_job(job_id)
+
+ self.is_running = False
+ logger.info("图重建定时任务已停止")
+
+ def update_task_interval(self, interval_minutes):
+ """更新任务间隔"""
+ if self.is_running:
+ self.stop_graph_rebuild_task()
+ self.start_graph_rebuild_task(interval_minutes)
+ else:
+ logger.info(f"任务间隔已更新为{interval_minutes}分钟，但任务当前未运行")
+
+ def get_task_status(self):
+ """获取任务状态"""
+ job_id = 'rebuild_lightgcn_graph'
+ job = None
+
+ if self.scheduler:
+ job = self.scheduler.get_job(job_id)
+
+ return {
+ 'is_running': self.is_running,
+ 'scheduler_running': self.scheduler.running if self.scheduler else False,
+ 'job_exists': job is not None,
+ 'job_name': job.name if job else None,
+ 'next_run_time': job.next_run_time.isoformat() if job and job.next_run_time else None,
+ 'last_rebuild_time': self.last_rebuild_time.isoformat() if self.last_rebuild_time else None,
+ 'rebuild_count': self.rebuild_count,
+ 'error_count': self.error_count,
+ 'last_error': self.last_error,
+ 'success_rate': (
+ ((self.rebuild_count - self.error_count) / self.rebuild_count * 100)
+ if self.rebuild_count > 0 else 0
+ )
+ }
+
+ def shutdown(self):
+ """关闭调度器"""
+ if self.scheduler and self.scheduler.running:
+ self.scheduler.shutdown()
+ logger.info("调度器已关闭")