alg_recsys_feature_04_vidvov1d3d_redis.py 6.4 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198
  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_vov_1d3d:"
  26. EXPIRE_TIME = 24 * 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, mm) -> 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, mm):
  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. key1 = record['vid']
  106. key = key1
  107. m = dict()
  108. try:
  109. json_str = record['feature']
  110. except Exception as e:
  111. json_str = json.dumps(m)
  112. log_.error(e)
  113. log_.error(traceback.format_exc())
  114. video_list.append([key, json_str])
  115. return video_list
  116. def main():
  117. try:
  118. date = sys.argv[1]
  119. hour = sys.argv[2]
  120. # mm = sys.argv[3]
  121. mm = "00"
  122. except Exception as e:
  123. date = datetime.now().strftime('%Y%m%d')
  124. hour = datetime.now().hour
  125. # mm = datetime.now().minute
  126. mm = "00"
  127. log_.info("没有读取到参数,采用系统时间:{}".format(e))
  128. log_.info("使用时间参数-日期:{},小时:{}".format(date, str(hour)))
  129. if hour in []:
  130. log_.info(f"hour={hour}不执行,直接返回。")
  131. return
  132. # 1 判断上游数据表是否生产完成
  133. project = "loghubods"
  134. table = "alg_vid_vov"
  135. run_flag = True
  136. begin_ts = int(time.time())
  137. table_data_cnt = 0
  138. while run_flag:
  139. if int(time.time()) - begin_ts >= 60 * 40:
  140. 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))
  141. sys.exit(1)
  142. table_data_cnt = check_data(project, table, date, hour, mm)
  143. if table_data_cnt == 0:
  144. log_.info("上游数据{}未就绪{}/{},等待...".format(table, date, hour))
  145. log_.info("等待2分钟")
  146. time.sleep(60 * 2)
  147. else:
  148. run_flag = False
  149. log_.info("上游数据就绪,count={},开始读取数据表".format(table_data_cnt))
  150. # 2 读取数据表 处理特征
  151. video_list = get_sql(project, table, date, hour, mm)
  152. # 3 写入redis
  153. log_.info("video的数据量:{}".format(len(video_list)))
  154. records_process_for_list(video_list, process_and_store, max_size=50, num_workers=8)
  155. if __name__ == '__main__':
  156. log_.info("开始执行:" + datetime.now().strftime("%Y-%m-%d %H:%M:%S"))
  157. process = Process(target=main)
  158. process.start()
  159. # 等待子进程完成或超时
  160. timeout = 3600
  161. process.join(timeout=timeout) # 设置超时为3600秒(1小时)
  162. if process.is_alive():
  163. print("脚本执行时间超过1小时,执行失败,经过了{}秒。".format(timeout))
  164. process.terminate() # 终止子进程
  165. sys.exit(1) # 直接退出主进程并返回状态码999
  166. log_.info("完成执行:" + datetime.now().strftime("%Y-%m-%d %H:%M:%S"))
  167. # cd /root/zhangbo/rov-offline
  168. # python alg_recsys_feature_04_vidvov1d3d_redis.py 20240731 14
  169. """
  170. !!!!!!!!!!!!!!
  171. 更改字段:table 表名
  172. REDIS_PREFIX redis的key
  173. EXPIRE_TIME redis的过期时间
  174. 两段sql 各种字段 注意分区是否有“分钟”
  175. record 各种字段
  176. if hour in ["00"]: 哪些小时不执行
  177. process.join(timeout=3600) 任务超时时间3600
  178. int(time.time()) - begin_ts >= 60*50 任务超时时间3000
  179. """