video_recall.py 14 KB

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  1. import time
  2. import traceback
  3. from datetime import date, timedelta, datetime
  4. from log import Log
  5. from db_helper import RedisHelper
  6. from config import set_config
  7. from utils import FilterVideos, get_videos_remain_view_count, get_videos_local_distribute_count, send_msg_to_feishu
  8. import gevent
  9. log_ = Log()
  10. config_ = set_config()
  11. class PoolRecall(object):
  12. """召回"""
  13. def __init__(self, app_type, mid='', uid='', ab_code=''):
  14. """
  15. 初始化
  16. :param app_type: 产品标识 type-int
  17. :param mid: mid type-string
  18. :param uid: uid type-string
  19. :param ab_code: ab_code type-int
  20. """
  21. self.app_type = app_type
  22. self.mid = mid
  23. self.uid = uid
  24. self.ab_code = ab_code
  25. self.redis_helper = RedisHelper()
  26. def rov_pool_recall(self, size=10):
  27. """从ROV召回池中获取视频"""
  28. log_.info('====== rov pool recall')
  29. # 获取相关redis key, 用户上一次在rov召回池对应的位置
  30. rov_pool_key, last_rov_recall_key, idx = self.get_video_last_idx()
  31. if not rov_pool_key:
  32. log_.info('ROV召回池中无视频')
  33. return []
  34. rov_pool_recall_result = []
  35. # 每次获取的视频数
  36. get_size = size * 2
  37. # 记录获取频次
  38. freq = 0
  39. while len(rov_pool_recall_result) < size:
  40. freq += 1
  41. if freq > config_.MAX_FREQ_FROM_ROV_POOL:
  42. break
  43. # 获取数据
  44. st_get = time.time()
  45. data = self.redis_helper.get_data_zset_with_index(key_name=rov_pool_key,
  46. start=idx, end=idx + get_size - 1,
  47. with_scores=True)
  48. et_get = time.time()
  49. log_.info('get data from rov pool redis: freq = {}, data = {}, execute time = {}ms'.format(
  50. freq, data, (et_get - st_get) * 1000))
  51. if not data:
  52. log_.info('ROV召回池中的视频已取完')
  53. break
  54. # 获取视频id,并转换类型为int,并存储为key-value{videoId: score}
  55. video_ids = []
  56. video_score = {}
  57. for value in data:
  58. video_id = int(value[0])
  59. video_ids.append(video_id)
  60. video_score[video_id] = value[1]
  61. # 过滤
  62. debug_tm_b = time.time()
  63. filter_ = FilterVideos(app_type=self.app_type, mid=self.mid, uid=self.uid, video_ids=video_ids)
  64. ge = gevent.spawn(filter_.filter_videos)
  65. ge.join()
  66. filtered_result = ge.get()
  67. #filtered_result = filter_.filter_videos()
  68. debug_tm_e = time.time()
  69. if filtered_result:
  70. # 添加视频源参数 pushFrom, abCode
  71. temp_result = [{'videoId': int(item), 'rovScore': video_score[int(item)],
  72. 'pushFrom': 'recall_pool', 'abCode': self.ab_code}
  73. for item in filtered_result if video_score.get(int(item)) is not None]
  74. rov_pool_recall_result.extend(temp_result)
  75. else:
  76. # 将此次获取的末位视频id同步刷新到Redis中,方便下次快速定位到召回位置,过期时间为1天
  77. self.redis_helper.set_data_to_redis(key_name=last_rov_recall_key, value=data[-1][0])
  78. idx += get_size
  79. return rov_pool_recall_result[:size]
  80. def flow_pool_recall(self, size=10):
  81. """从流量池中获取视频"""
  82. log_.info('====== flow pool recall')
  83. flow_pool_key = self.get_pool_redis_key('flow')
  84. flow_pool_recall_result = []
  85. flow_pool_recall_videos = []
  86. # 每次获取的视频数
  87. get_size = size * 3
  88. # 记录获取频次
  89. freq = 0
  90. idx = 0
  91. while len(flow_pool_recall_result) < size:
  92. freq += 1
  93. # 获取数据
  94. st_get = time.time()
  95. data = self.redis_helper.get_data_zset_with_index(key_name=flow_pool_key,
  96. start=idx, end=idx + get_size - 1,
  97. with_scores=True)
  98. et_get = time.time()
  99. log_.info('get data from flow pool redis: freq = {}, data = {}, execute time = {}ms'.format(
  100. freq, data, (et_get - st_get) * 1000))
  101. if not data:
  102. log_.info('流量池中的视频已取完')
  103. break
  104. # 将video_id 与 flow_pool, score做mapping整理
  105. video_ids = []
  106. video_mapping = {}
  107. video_score = {}
  108. for value in data:
  109. video_id, flow_pool = value[0].split('-')
  110. video_id = int(video_id)
  111. if video_id not in video_ids:
  112. video_ids.append(video_id)
  113. video_score[video_id] = value[1]
  114. if video_id not in video_mapping:
  115. video_mapping[video_id] = [flow_pool]
  116. else:
  117. video_mapping[video_id].append(flow_pool)
  118. # 过滤
  119. filter_ = FilterVideos(app_type=self.app_type, mid=self.mid, uid=self.uid, video_ids=video_ids)
  120. ge = gevent.spawn(filter_.filter_videos)
  121. ge.join()
  122. filtered_result = ge.get()
  123. #filtered_result = filter_.filter_videos()
  124. # 检查可分发数
  125. if filtered_result:
  126. st_check = time.time()
  127. ge = gevent.spawn(self.check_video_counts, video_ids=filtered_result, flow_pool_mapping=video_mapping)
  128. ge.join()
  129. check_result, error_flag = ge.get()
  130. #check_result, error_flag = self.check_video_counts(video_ids=filtered_result, flow_pool_mapping=video_mapping)
  131. for item in check_result:
  132. video_id = int(item[0])
  133. flow_pool = item[1]
  134. if video_id not in flow_pool_recall_videos:
  135. # 取其中一个 flow_pool 作为召回结果
  136. # 添加视频源参数 pushFrom, abCode
  137. flow_pool_recall_result.append(
  138. {'videoId': video_id, 'flowPool': flow_pool,
  139. 'rovScore': video_score[video_id], 'pushFrom': 'flow_pool', 'abCode': self.ab_code}
  140. )
  141. # flow_pool_recall_result.append(
  142. # {'videoId': item[0], 'flowPool': item[1], 'distributeCount': item[2],
  143. # 'rovScore': video_score[item[0]], 'pushFrom': 'flow_pool', 'abCode': self.ab_code}
  144. # )
  145. flow_pool_recall_videos.append(video_id)
  146. et_check = time.time()
  147. log_.info('check result: result = {}, execute time = {}ms'.format(
  148. check_result, (et_check - st_check) * 1000))
  149. # 判断错误标记, True为错误
  150. if error_flag:
  151. # 结束流量池召回
  152. break
  153. idx += get_size
  154. return flow_pool_recall_result[:size]
  155. def check_video_counts(self, video_ids, flow_pool_mapping):
  156. """
  157. 检查视频剩余可分发数
  158. :param video_ids: 视频id type-list
  159. :param flow_pool_mapping: 视频id-流量池标记mapping, type-dict
  160. :return: check_result, error_flag
  161. """
  162. # flow_pool_key = self.get_pool_redis_key('flow')
  163. videos = []
  164. check_result = []
  165. for video_id in video_ids:
  166. video_id = int(video_id)
  167. for flow_pool in flow_pool_mapping.get(video_id, []):
  168. # 判断是否有本地分发记录
  169. cur_count = get_videos_local_distribute_count(video_id=video_id, flow_pool=flow_pool)
  170. # 无记录
  171. if cur_count is None:
  172. videos.append({'videoId': video_id, 'flowPool': flow_pool})
  173. # 本地分发数 cur_count > 0
  174. elif cur_count > 0:
  175. check_result.append((video_id, flow_pool))
  176. # 本地分发数 cur_count <= 0,从所有的流量召回池移除
  177. else:
  178. value = '{}-{}'.format(video_id, flow_pool)
  179. for item in config_.APP_TYPE:
  180. flow_pool_key = config_.FLOW_POOL_KEY_NAME_PREFIX + str(config_.APP_TYPE.get(item))
  181. self.redis_helper.remove_value_from_zset(key_name=flow_pool_key, value=value)
  182. # 本次视频都有本地记录
  183. if len(videos) == 0:
  184. error_flag = False
  185. return check_result, error_flag
  186. # 本地无记录视频,检查实时分发数
  187. view_count_result, error_flag = get_videos_remain_view_count(app_type=self.app_type, videos=videos)
  188. log_.info('error_flag = {}, view_count_result = {}'.format(error_flag, view_count_result))
  189. # 判断返回的错误标记,True为错误
  190. if error_flag:
  191. return check_result, error_flag
  192. # 从流量召回池移除视频videos
  193. # for item in videos:
  194. # value = '{}-{}'.format(item['videoId'], item['flowPool'])
  195. # self.redis_helper.remove_value_from_zset(key_name=flow_pool_key, value=value)
  196. redis_helper = RedisHelper()
  197. for item in view_count_result:
  198. try:
  199. # 接口超时,item[2]可能为None
  200. remain_count = int(item[2])
  201. except Exception as e:
  202. log_.error('remain_count type error...')
  203. log_.error(traceback.format_exc())
  204. continue
  205. if remain_count > 0:
  206. # viewCount > 0
  207. check_result.append(item)
  208. # 将分发数更新到本地记录
  209. key_name = '{}{}.{}'.format(config_.LOCAL_DISTRIBUTE_COUNT_PREFIX, item[0], item[1])
  210. redis_helper.incr_key(key_name=key_name, amount=remain_count, expire_time=5 * 60)
  211. # # 判断本地分发数
  212. # cur_count = get_videos_local_distribute_count(video_id=item[0], flow_pool=item[1])
  213. # # 无记录 或 cur_count > 0
  214. # if cur_count is None or cur_count > 0:
  215. # check_result.append(item)
  216. # # cur_count <= 0,从流量召回池移除
  217. # else:
  218. # value = '{}-{}'.format(item[0], item[1])
  219. # self.redis_helper.remove_value_from_zset(key_name=flow_pool_key, value=value)
  220. else:
  221. # viewCount <= 0
  222. # 从流量召回池移除
  223. value = '{}-{}'.format(item[0], item[1])
  224. for item in config_.APP_TYPE:
  225. flow_pool_key = config_.FLOW_POOL_KEY_NAME_PREFIX + str(config_.APP_TYPE.get(item))
  226. self.redis_helper.remove_value_from_zset(key_name=flow_pool_key, value=value)
  227. return check_result, error_flag
  228. def get_pool_redis_key(self, pool_type):
  229. """
  230. 拼接key
  231. :param pool_type: type-string {'rov': rov召回池, 'flow': 流量池}
  232. :return: key_name
  233. """
  234. if pool_type == 'rov':
  235. # appType = 6
  236. if self.app_type == config_.APP_TYPE['SHORT_VIDEO']:
  237. # 获取当前所在小时
  238. redis_date = datetime.now().hour
  239. # 判断热度列表是否更新,未更新则使用前一小时的热度列表
  240. key_name = '{}{}.{}'.format(config_.RECALL_KEY_NAME_PREFIX_APP_TYPE, self.app_type, redis_date)
  241. if self.redis_helper.key_exists(key_name):
  242. return key_name, redis_date
  243. else:
  244. key_name = '{}{}.{}'.format(config_.RECALL_KEY_NAME_PREFIX_APP_TYPE, self.app_type, redis_date - 1)
  245. return key_name, redis_date - 1
  246. # 其他
  247. else:
  248. # 判断热度列表是否更新,未更新则使用前一天的热度列表
  249. key_name = config_.RECALL_KEY_NAME_PREFIX + time.strftime('%Y%m%d')
  250. if self.redis_helper.key_exists(key_name):
  251. redis_date = date.today().strftime('%Y%m%d')
  252. else:
  253. redis_date = (date.today() - timedelta(days=1)).strftime('%Y%m%d')
  254. key_name = config_.RECALL_KEY_NAME_PREFIX + redis_date
  255. # if not self.redis_helper.key_exists(key_name):
  256. # return None, None
  257. # 判断当前时间是否晚于rov召回池更新时间 + 1h,发送消息到飞书
  258. now_h = datetime.now().hour
  259. now_m = datetime.now().minute
  260. feishu_text = '生产环境 —— 今日ROV召回池数据未按时更新,请及时查看解决。'
  261. if now_h == config_.ROV_UPDATE_H + 1 and now_m > config_.ROV_UPDATE_MINUTE:
  262. send_msg_to_feishu(feishu_text)
  263. elif now_h > config_.ROV_UPDATE_H + 2:
  264. send_msg_to_feishu(feishu_text)
  265. return key_name, redis_date
  266. elif pool_type == 'flow':
  267. return config_.FLOW_POOL_KEY_NAME_PREFIX + str(self.app_type)
  268. else:
  269. log_.error('pool type error')
  270. return None, None
  271. def get_video_last_idx(self):
  272. """获取用户上一次在rov召回池对应的位置"""
  273. rov_pool_key, redis_date = self.get_pool_redis_key('rov')
  274. if not rov_pool_key:
  275. return None, None, None
  276. last_rov_recall_key = config_.LAST_VIDEO_FROM_ROV_POOL_PREFIX + '{}.{}.{}'.format(
  277. self.app_type, self.mid, redis_date)
  278. value = self.redis_helper.get_data_from_redis(last_rov_recall_key)
  279. if value:
  280. idx = self.redis_helper.get_index_with_data(rov_pool_key, value)
  281. if not idx:
  282. idx = 0
  283. else:
  284. idx += 1
  285. else:
  286. idx = 0
  287. return rov_pool_key, last_rov_recall_key, idx