alg_recsys_feature_06_vovhour4rank_redis.py 6.4 KB

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  1. # -*- coding: utf-8 -*-
  2. import os
  3. import sys
  4. root_dir = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
  5. if root_dir not in sys.path:
  6. sys.path.append(root_dir)
  7. print("******** sys.path ********")
  8. print(sys.path)
  9. from multiprocessing import Process
  10. from odps import ODPS
  11. from threading import Timer
  12. import threading
  13. from my_utils import RedisHelper, execute_sql_from_odps
  14. from my_config import set_config
  15. from log import Log
  16. import json
  17. from datetime import datetime
  18. from queue import Queue
  19. from tqdm import tqdm
  20. import time
  21. config_, _ = set_config()
  22. log_ = Log()
  23. redis_helper = RedisHelper()
  24. REDIS_PREFIX = "redis:vid_vovhour4rank:"
  25. EXPIRE_TIME = 8 * 3600
  26. def worker(queue, executor):
  27. while True:
  28. row = queue.get()
  29. if row is None: # 结束信号
  30. queue.task_done()
  31. break
  32. executor(row)
  33. queue.task_done()
  34. def records_process_for_list(records, executor, max_size=50, num_workers=10):
  35. # 创建一个线程安全的队列
  36. queue = Queue(maxsize=max_size) # 可以调整 maxsize 以控制内存使用
  37. # 设置线程池大小
  38. num_workers = num_workers
  39. # 启动工作线程
  40. threads = []
  41. for _ in range(num_workers):
  42. t = threading.Thread(target=worker, args=(queue, executor))
  43. t.start()
  44. threads.append(t)
  45. # 读取数据并放入队列
  46. for row in tqdm(records):
  47. queue.put(row)
  48. # 发送结束信号
  49. for _ in range(num_workers):
  50. queue.put(None)
  51. # 等待所有任务完成
  52. queue.join()
  53. # 等待所有工作线程结束
  54. for t in threads:
  55. t.join()
  56. def process_and_store(row):
  57. table_key, json_str = row
  58. key = REDIS_PREFIX + str(table_key)
  59. expire_time = EXPIRE_TIME
  60. redis_helper.set_data_to_redis(key, json_str, expire_time)
  61. def check_data(project, table, date, hour, mm) -> int:
  62. """检查数据是否准备好,输出数据条数"""
  63. odps = ODPS(
  64. access_id=config_.ODPS_CONFIG['ACCESSID'],
  65. secret_access_key=config_.ODPS_CONFIG['ACCESSKEY'],
  66. project=project,
  67. endpoint=config_.ODPS_CONFIG['ENDPOINT'],
  68. connect_timeout=3000,
  69. read_timeout=500000,
  70. pool_maxsize=1000,
  71. pool_connections=1000
  72. )
  73. try:
  74. t = odps.get_table(name=table)
  75. log_.info(f"检查分区是否存在-【 dt={date} hh={hour}】")
  76. check_res = t.exist_partition(partition_spec=f'dt={date},hh={hour}')
  77. if check_res:
  78. sql = f'select * from {project}.{table} where dt = {date} and hh = {hour}'
  79. log_.info(sql)
  80. with odps.execute_sql(sql=sql).open_reader() as reader:
  81. data_count = reader.count
  82. else:
  83. log_.info("表{}分区{}/{}不存在".format(table, date, hour))
  84. data_count = 0
  85. except Exception as e:
  86. log_.error("table:{},date:{},hour:{} no data. return data_count=0,报错原因是:{}".format(table, date, hour, e))
  87. data_count = 0
  88. return data_count
  89. def get_sql(project, table, date, hour, mm):
  90. sql = '''
  91. SELECT vid
  92. ,feature
  93. FROM {}.{}
  94. WHERE dt = '{}'
  95. and hh = '{}'
  96. '''.format(
  97. project, table, date, hour
  98. )
  99. print("sql:" + sql)
  100. records = execute_sql_from_odps(project=project, sql=sql)
  101. video_list = []
  102. with records.open_reader() as reader:
  103. for record in reader:
  104. key1 = record['vid']
  105. key = key1
  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. video_list.append([key, json_str])
  113. return video_list
  114. def main():
  115. try:
  116. date = sys.argv[1]
  117. hour = sys.argv[2]
  118. # mm = sys.argv[3]
  119. mm = "00"
  120. except Exception as e:
  121. date = datetime.now().strftime('%Y%m%d')
  122. hour = datetime.now().hour
  123. # mm = datetime.now().minute
  124. mm = "00"
  125. log_.info("没有读取到参数,采用系统时间:{}".format(e))
  126. log_.info("使用时间参数-日期:{},小时:{}".format(date, str(hour)))
  127. if hour in []:
  128. log_.info(f"hour={hour}不执行,直接返回。")
  129. return
  130. # 1 判断上游数据表是否生产完成
  131. project = "loghubods"
  132. table = "alg_vid_hour_vov"
  133. run_flag = True
  134. begin_ts = int(time.time())
  135. table_data_cnt = 0
  136. while run_flag:
  137. if int(time.time()) - begin_ts >= 60 * 40:
  138. 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))
  139. sys.exit(1)
  140. table_data_cnt = check_data(project, table, date, hour, mm)
  141. if table_data_cnt == 0:
  142. log_.info("上游数据{}未就绪{}/{},等待...".format(table, date, hour))
  143. log_.info("等待5分钟")
  144. time.sleep(60 * 5)
  145. else:
  146. run_flag = False
  147. log_.info("上游数据就绪,count={},开始读取数据表".format(table_data_cnt))
  148. # 2 读取数据表 处理特征
  149. video_list = get_sql(project, table, date, hour, mm)
  150. # 3 写入redis
  151. log_.info("video的数据量:{}".format(len(video_list)))
  152. records_process_for_list(video_list, process_and_store, max_size=50, num_workers=8)
  153. if __name__ == '__main__':
  154. log_.info("开始执行:" + datetime.now().strftime("%Y-%m-%d %H:%M:%S"))
  155. process = Process(target=main)
  156. process.start()
  157. # 等待子进程完成或超时
  158. timeout = 3600
  159. process.join(timeout=timeout) # 设置超时为3600秒(1小时)
  160. if process.is_alive():
  161. print("脚本执行时间超过1小时,执行失败,经过了{}秒。".format(timeout))
  162. process.terminate() # 终止子进程
  163. sys.exit(1) # 直接退出主进程并返回状态码999
  164. log_.info("完成执行:" + datetime.now().strftime("%Y-%m-%d %H:%M:%S"))
  165. # cd /root/zhangbo/rov-offline
  166. # python alg_recsys_feature_06_vovhour4rank_redis.py 20240925 20
  167. """
  168. !!!!!!!!!!!!!!
  169. 更改字段:table 表名
  170. REDIS_PREFIX redis的key
  171. EXPIRE_TIME redis的过期时间
  172. 两段sql 各种字段 注意分区是否有“分钟”
  173. record 各种字段
  174. if hour in ["00"]: 哪些小时不执行
  175. process.join(timeout=3600) 任务超时时间3600
  176. int(time.time()) - begin_ts >= 60*50 任务超时时间3000
  177. """