alg_recsys_rank_item_realtime_1hrootall.py 4.9 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143
  1. # -*- coding: utf-8 -*-
  2. import traceback
  3. import datetime
  4. from odps import ODPS
  5. from threading import Timer
  6. from utils import RedisHelper, get_data_from_odps, send_msg_to_feishu
  7. from config import set_config
  8. from log import Log
  9. from alg_recsys_recall_4h_region_trend import records_process_for_list
  10. import json
  11. from datetime import datetime, timedelta
  12. import sys
  13. from utils import execute_sql_from_odps
  14. config_, _ = set_config()
  15. log_ = Log()
  16. redis_helper = RedisHelper()
  17. REDIS_PREFIX = "item_rt_fea_1hrootall_"
  18. def process_and_store(row):
  19. video_id, json_str = row
  20. key = REDIS_PREFIX + str(video_id)
  21. expire_time = 6 * 3600
  22. redis_helper.set_data_to_redis(key, json_str, expire_time)
  23. # log_.info("video写入数据key={},value={}".format(key, json_str))
  24. def check_data(project, table, partition) -> int:
  25. """检查数据是否准备好,输出数据条数"""
  26. odps = ODPS(
  27. access_id=config_.ODPS_CONFIG['ACCESSID'],
  28. secret_access_key=config_.ODPS_CONFIG['ACCESSKEY'],
  29. project=project,
  30. endpoint=config_.ODPS_CONFIG['ENDPOINT'],
  31. connect_timeout=3000,
  32. read_timeout=500000,
  33. pool_maxsize=1000,
  34. pool_connections=1000
  35. )
  36. try:
  37. t = odps.get_table(name=table)
  38. log_.info(f"检查分区是否存在-【 dt={partition} 】")
  39. check_res = t.exist_partition(partition_spec=f'dt={partition}')
  40. if check_res:
  41. sql = f'select * from {project}.{table} where dt = {partition}'
  42. log_.info(sql)
  43. with odps.execute_sql(sql=sql).open_reader() as reader:
  44. data_count = reader.count
  45. else:
  46. log_.info("表{}分区{}不存在".format(table, partition))
  47. data_count = 0
  48. except Exception as e:
  49. log_.error("table:{},partition:{} no data. return data_count=0:{}".format(table, partition, e))
  50. data_count = 0
  51. return data_count
  52. def get_sql(partition, project):
  53. sql = '''
  54. SELECT videoid
  55. ,CONCAT_WS(',',COLLECT_LIST(CONCAT(time,":",exp))) AS exp
  56. ,CONCAT_WS(',',COLLECT_LIST(CONCAT(time,":",exp))) AS share
  57. ,CONCAT_WS(',',COLLECT_LIST(CONCAT(time,":",exp))) AS return
  58. FROM (
  59. SELECT videoid
  60. ,time
  61. ,SUM(COALESCE(exp,0)) AS exp
  62. ,SUM(COALESCE(share,0)) AS share
  63. ,SUM(COALESCE(return,0)) AS return
  64. FROM loghubods.alg_recsys_rank_root_info_v1
  65. WHERE dt = '{}'
  66. GROUP BY videoid
  67. ,time
  68. )
  69. GROUP BY videoid
  70. '''.format(partition)
  71. print("sql:" + sql)
  72. records = execute_sql_from_odps(project=project, sql=sql)
  73. video_list = []
  74. with records.open_reader() as reader:
  75. for record in reader:
  76. video_id = record['videoid']
  77. m = dict()
  78. try:
  79. m["exp"] = record['exp']
  80. except Exception as e:
  81. log_.error(e)
  82. try:
  83. m["share"] = record['share']
  84. except Exception as e:
  85. log_.error(e)
  86. try:
  87. m["return"] = record['return']
  88. except Exception as e:
  89. log_.error(e)
  90. json_str = json.dumps(m)
  91. video_list.append([video_id, json_str])
  92. return video_list
  93. def h_timer_check():
  94. try:
  95. date = sys.argv[1]
  96. hour = sys.argv[2]
  97. except Exception as e:
  98. now_date = datetime.today()
  99. date = datetime.strftime(now_date, '%Y%m%d')
  100. hour = datetime.now().hour
  101. log_.info("没有读取到参数,采用系统时间:{}".format(e))
  102. log_.info("使用时间参数日期:{},小时:{}".format(date, str(hour)))
  103. # 1 判断上游数据表是否生产完成
  104. project = "loghubods"
  105. table = "alg_recsys_rank_root_info_v1"
  106. partition = str(date) + str(hour)
  107. table_data_cnt = check_data(project, table, partition)
  108. if table_data_cnt == 0:
  109. log_.info("上游数据{}未就绪{},等待...".format(table, partition))
  110. Timer(60, h_timer_check).start()
  111. else:
  112. log_.info("上游数据就绪,count={},开始读取数据表".format(table_data_cnt))
  113. # 2 读取数据表 处理特征
  114. # previous_date_str = (datetime.strptime(date, "%Y%m%d") - timedelta(days=1)).strftime("%Y%m%d")
  115. video_list = get_sql(partition, project)
  116. # 3 写入redis
  117. log_.info("video的数据量:{}".format(len(video_list)))
  118. records_process_for_list(video_list, process_and_store, max_size=50, num_workers=8)
  119. redis_helper.set_data_to_redis(REDIS_PREFIX + "partition", partition, 6 * 3600)
  120. if __name__ == '__main__':
  121. log_.info("开始执行:" + datetime.now().strftime("%Y-%m-%d %H:%M:%S"))
  122. h_timer_check()
  123. log_.info("完成执行:" + datetime.now().strftime("%Y-%m-%d %H:%M:%S"))
  124. # cd /root/zhangbo/rov-offline
  125. # python alg_recsys_rank_item_realtime_1hrootall.py 20240408 14