alg_recsys_feature_07_vidh24pred_redis.py 6.3 KB

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  1. # -*- coding: utf-8 -*-
  2. import os
  3. import sys
  4. import traceback
  5. root_dir = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
  6. if root_dir not in sys.path:
  7. sys.path.append(root_dir)
  8. print("******** sys.path ********")
  9. print(sys.path)
  10. from multiprocessing import Process
  11. from odps import ODPS
  12. from threading import Timer
  13. import threading
  14. from my_utils import RedisHelper, execute_sql_from_odps
  15. from my_config import set_config
  16. from log import Log
  17. import json
  18. from datetime import datetime
  19. from queue import Queue
  20. from tqdm import tqdm
  21. import time
  22. config_, _ = set_config()
  23. log_ = Log()
  24. redis_helper = RedisHelper()
  25. REDIS_PREFIX = "redis:vid_vovh24pred:"
  26. EXPIRE_TIME = 6 * 3600
  27. def worker(queue, executor):
  28. while True:
  29. row = queue.get()
  30. if row is None: # 结束信号
  31. queue.task_done()
  32. break
  33. executor(row)
  34. queue.task_done()
  35. def records_process_for_list(records, executor, max_size=50, num_workers=10):
  36. # 创建一个线程安全的队列
  37. queue = Queue(maxsize=max_size) # 可以调整 maxsize 以控制内存使用
  38. # 设置线程池大小
  39. num_workers = num_workers
  40. # 启动工作线程
  41. threads = []
  42. for _ in range(num_workers):
  43. t = threading.Thread(target=worker, args=(queue, executor))
  44. t.start()
  45. threads.append(t)
  46. # 读取数据并放入队列
  47. for row in tqdm(records):
  48. queue.put(row)
  49. # 发送结束信号
  50. for _ in range(num_workers):
  51. queue.put(None)
  52. # 等待所有任务完成
  53. queue.join()
  54. # 等待所有工作线程结束
  55. for t in threads:
  56. t.join()
  57. def process_and_store(row):
  58. table_key, json_str = row
  59. key = REDIS_PREFIX + str(table_key)
  60. expire_time = EXPIRE_TIME
  61. redis_helper.set_data_to_redis(key, json_str, expire_time)
  62. def check_data(project, table, date, hour) -> int:
  63. """检查数据是否准备好,输出数据条数"""
  64. odps = ODPS(
  65. access_id=config_.ODPS_CONFIG['ACCESSID'],
  66. secret_access_key=config_.ODPS_CONFIG['ACCESSKEY'],
  67. project=project,
  68. endpoint=config_.ODPS_CONFIG['ENDPOINT'],
  69. connect_timeout=3000,
  70. read_timeout=500000,
  71. pool_maxsize=1000,
  72. pool_connections=1000
  73. )
  74. try:
  75. t = odps.get_table(name=table)
  76. log_.info(f"检查分区是否存在-【 dt={date} hh={hour}】")
  77. check_res = t.exist_partition(partition_spec=f'dt={date},hh={hour}')
  78. if check_res:
  79. sql = f'select * from {project}.{table} where dt = {date} and hh = {hour}'
  80. log_.info(sql)
  81. with odps.execute_sql(sql=sql).open_reader() as reader:
  82. data_count = reader.count
  83. else:
  84. log_.info("表{}分区{}/{}不存在".format(table, date, hour))
  85. data_count = 0
  86. except Exception as e:
  87. log_.error("table:{},date:{},hour:{} no data. return data_count=0,报错原因是:{}".format(table, date, hour, e))
  88. data_count = 0
  89. return data_count
  90. def get_sql(project, table, date, hour):
  91. sql = '''
  92. SELECT vid
  93. ,feature
  94. FROM {}.{}
  95. WHERE dt = '{}'
  96. and hh = '{}'
  97. '''.format(
  98. project, table, date, hour
  99. )
  100. print("sql:" + sql)
  101. records = execute_sql_from_odps(project=project, sql=sql)
  102. video_list = []
  103. with records.open_reader() as reader:
  104. for record in reader:
  105. key = record['vid']
  106. m = dict()
  107. try:
  108. json_str = record['feature']
  109. except Exception as e:
  110. json_str = json.dumps(m)
  111. log_.error(e)
  112. log_.error(traceback.format_exc())
  113. video_list.append([key, json_str])
  114. return video_list
  115. def main():
  116. try:
  117. date = sys.argv[1]
  118. hour = sys.argv[2]
  119. except Exception as e:
  120. date = datetime.now().strftime('%Y%m%d')
  121. hour = datetime.now().hour
  122. log_.info("没有读取到参数,采用系统时间:{}".format(e))
  123. log_.info("使用时间参数-日期:{},小时:{}".format(date, str(hour)))
  124. if hour in ["00", "01", "02"]:
  125. log_.info(f"hour={hour}不执行,直接返回。")
  126. return
  127. # 1 判断上游数据表是否生产完成
  128. project = "loghubods"
  129. table = "alg_vid_vov_hour"
  130. run_flag = True
  131. begin_ts = int(time.time())
  132. table_data_cnt = 0
  133. while run_flag:
  134. if int(time.time()) - begin_ts >= 60 * 1:
  135. log_.info("等待上游数据超过40分钟了,认为失败退出:过了{}秒。".format(int(time.time()) - begin_ts))
  136. sys.exit(1)
  137. table_data_cnt = check_data(project, table, date, hour)
  138. if table_data_cnt == 0:
  139. log_.info("上游数据{}未就绪{}/{},等待...".format(table, date, hour))
  140. log_.info("等待2分钟")
  141. time.sleep(60 * 2)
  142. else:
  143. run_flag = False
  144. log_.info("上游数据就绪,count={},开始读取数据表".format(table_data_cnt))
  145. # 2 读取数据表 处理特征
  146. video_list = get_sql(project, table, date, hour)
  147. # 3 写入redis
  148. log_.info("video的数据量:{}".format(len(video_list)))
  149. records_process_for_list(video_list, process_and_store, max_size=50, num_workers=8)
  150. if __name__ == '__main__':
  151. log_.info("开始执行:" + datetime.now().strftime("%Y-%m-%d %H:%M:%S"))
  152. process = Process(target=main)
  153. process.start()
  154. # 等待子进程完成或超时
  155. timeout = 3600
  156. process.join(timeout=timeout) # 设置超时为3600秒(1小时)
  157. if process.is_alive():
  158. print("脚本执行时间超过1小时,执行失败,经过了{}秒。".format(timeout))
  159. process.terminate() # 终止子进程
  160. sys.exit(1) # 直接退出主进程并返回状态码999
  161. log_.info("完成执行:" + datetime.now().strftime("%Y-%m-%d %H:%M:%S"))
  162. # cd /root/zhangbo/rov-offline
  163. # python alg_recsys_feature_07_vidh24pred_redis.py 20241023 23
  164. """
  165. !!!!!!!!!!!!!! -----按小时更新-----
  166. 更改字段:table 表名
  167. REDIS_PREFIX redis的key
  168. EXPIRE_TIME redis的过期时间
  169. 两段sql 各种字段 注意分区是否有“分钟”
  170. record 各种字段
  171. if hour in ["00"]: 哪些小时不执行
  172. process.join(timeout=3600) 任务超时时间3600
  173. int(time.time()) - begin_ts >= 60*50 任务超时时间3000
  174. """