video_recall.py 88 KB

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  1. import time
  2. import traceback
  3. import random
  4. from datetime import date, timedelta, datetime
  5. from log import Log
  6. from db_helper import RedisHelper
  7. from config import set_config
  8. from utils import FilterVideos, get_videos_remain_view_count, get_videos_local_distribute_count, send_msg_to_feishu
  9. import gevent
  10. log_ = Log()
  11. config_ = set_config()
  12. class PoolRecall(object):
  13. """召回"""
  14. def __init__(self, request_id, app_type, client_info=None, mid='', uid='', ab_code='',
  15. rule_key='', data_key='', no_op_flag=False, params=None):
  16. """
  17. 初始化
  18. :param request_id: request_id
  19. :param app_type: 产品标识 type-int
  20. :param client_info: 用户位置信息 {"cityCode": "100000"}
  21. :param mid: mid type-string
  22. :param uid: uid type-string
  23. :param ab_code: ab_code type-int
  24. :param params:
  25. """
  26. self.request_id = request_id
  27. self.app_type = app_type
  28. self.mid = mid
  29. self.uid = uid
  30. self.ab_code = ab_code
  31. self.client_info = client_info
  32. self.rule_key = rule_key
  33. self.data_key = data_key
  34. self.no_op_flag = no_op_flag
  35. self.redis_helper = RedisHelper(params=params)
  36. def copy_redis_zset_data(self, from_key_name, to_key_name):
  37. # 获取from_key_name中的数据
  38. records = self.redis_helper.get_data_zset_with_index(key_name=from_key_name, start=0, end=-1, with_scores=True)
  39. if records is not None:
  40. data = {}
  41. for video_id, score in records:
  42. data[int(video_id)] = score
  43. # 重新写入
  44. if self.redis_helper.key_exists(to_key_name):
  45. self.redis_helper.del_keys(key_name=to_key_name)
  46. self.redis_helper.add_data_with_zset(key_name=to_key_name, data=data, expire_time=1*3600)
  47. return True
  48. else:
  49. return False
  50. def update_mid_data(self, h_recall_mid_key, h_record_key, key_prefix):
  51. # 判断当前小时的小时级列表是否更新
  52. now_date = datetime.today()
  53. h = datetime.now().hour
  54. now_dt = datetime.strftime(now_date, '%Y%m%d')
  55. now_h_recall_key = f"{key_prefix}{self.app_type}.{self.data_key}.{self.rule_key}.{now_dt}.{h}"
  56. if self.redis_helper.key_exists(key_name=now_h_recall_key):
  57. flag = self.copy_redis_zset_data(from_key_name=now_h_recall_key, to_key_name=h_recall_mid_key)
  58. if flag:
  59. value = {'date': now_dt, 'h': h}
  60. self.redis_helper.set_data_to_redis(key_name=h_record_key, value=str(value), expire_time=1*3600)
  61. else:
  62. if h == 0:
  63. redis_dt = datetime.strftime(now_date - timedelta(days=1), '%Y%m%d')
  64. redis_h = 23
  65. else:
  66. redis_dt = now_dt
  67. redis_h = h - 1
  68. now_h_recall_key = f"{key_prefix}{self.app_type}.{self.data_key}.{self.rule_key}.{redis_dt}.{redis_h}"
  69. flag = self.copy_redis_zset_data(from_key_name=now_h_recall_key, to_key_name=h_recall_mid_key)
  70. if flag:
  71. value = {'date': redis_dt, 'h': redis_h}
  72. self.redis_helper.set_data_to_redis(key_name=h_record_key, value=str(value), expire_time=1*3600)
  73. def get_mid_h_key(self, province_code, key_flag=''):
  74. if key_flag == 'region_24h':
  75. # mid对应小时级视频列表 redis-key 地域分组相对24h
  76. h_recall_mid_key = f"{config_.H_WITH_MID_RECALL_KEY_NAME_PREFIX_REGION_24H}{self.app_type}.{self.mid}"
  77. # 判断mid对应小时级视频列表 时间记录
  78. h_record_key = f"{config_.H_WITH_MID_RECORD_KEY_NAME_PREFIX_REGION_24H}{self.app_type}.{self.mid}"
  79. elif key_flag in ['24h', 'day_24h']:
  80. # mid对应小时级视频列表 redis-key 相对24h
  81. h_recall_mid_key = f"{config_.H_WITH_MID_RECALL_KEY_NAME_PREFIX_24H}{self.app_type}.{self.mid}"
  82. # 判断mid对应小时级视频列表 时间记录
  83. h_record_key = f"{config_.H_WITH_MID_RECORD_KEY_NAME_PREFIX_24H}{self.app_type}.{self.mid}"
  84. else:
  85. # mid对应小时级视频列表 redis-key
  86. h_recall_mid_key = f"{config_.H_WITH_MID_RECALL_KEY_NAME_PREFIX}{self.app_type}.{self.mid}"
  87. # 判断mid对应小时级视频列表 时间记录
  88. h_record_key = f"{config_.H_WITH_MID_RECORD_KEY_NAME_PREFIX}{self.app_type}.{self.mid}"
  89. # 列表存储 redis-key prefix
  90. if self.ab_code in [code for _, code in config_.AB_CODE['region_rank_by_h'].items()]:
  91. if key_flag == 'region_24h':
  92. if self.ab_code == config_.AB_CODE['region_rank_by_h'].get('region_rule_rank2'):
  93. key_prefix = f"{config_.RECALL_KEY_NAME_PREFIX_REGION_BY_24H}{province_code}."
  94. else:
  95. key_prefix = f"{config_.RECALL_KEY_NAME_PREFIX_DUP1_REGION_24H_H}{province_code}."
  96. elif key_flag == 'day_24h':
  97. key_prefix = f"{config_.RECALL_KEY_NAME_PREFIX_DUP2_REGION_24H_H}{province_code}."
  98. else:
  99. key_prefix = f"{config_.RECALL_KEY_NAME_PREFIX_REGION_BY_H}{province_code}."
  100. elif self.ab_code in [code for _, code in config_.AB_CODE['rank_by_24h'].items()]:
  101. key_prefix = config_.RECALL_KEY_NAME_PREFIX_BY_24H
  102. elif key_flag == '24h':
  103. key_prefix = config_.RECALL_KEY_NAME_PREFIX_DUP_24H_H
  104. else:
  105. key_prefix = config_.RECALL_KEY_NAME_PREFIX_BY_H
  106. if not self.redis_helper.key_exists(key_name=h_record_key):
  107. # ###### 记录key不存在,copy列表,更新记录
  108. self.update_mid_data(h_recall_mid_key=h_recall_mid_key, h_record_key=h_record_key, key_prefix=key_prefix)
  109. # return h_recall_mid_key
  110. else:
  111. # ###### 记录key存在,判断date, h
  112. now_date = datetime.today()
  113. h = datetime.now().hour
  114. # 获取记录的date, h
  115. record = self.redis_helper.get_data_from_redis(key_name=h_record_key)
  116. record_dt = eval(record).get('date')
  117. record_h = eval(record).get('h')
  118. now_dt = datetime.strftime(now_date, '%Y%m%d')
  119. if record_dt == now_dt and int(record_h) == h:
  120. # 已获取当前小时数据
  121. pass
  122. # return h_recall_mid_key
  123. elif (record_dt == now_dt and h-int(record_h) == 1) or (h == 0 and int(record_h) == 23):
  124. # 记录的h - 当前h = 1,判断当前h数据是否已更新
  125. now_h_recall_key = f"{key_prefix}{self.app_type}.{self.data_key}.{self.rule_key}.{now_dt}.{h}"
  126. # if not self.redis_helper.key_exists(key_name=now_h_recall_key):
  127. # 未更新
  128. # return h_recall_mid_key
  129. if self.redis_helper.key_exists(key_name=now_h_recall_key):
  130. # 已更新,重新获取更新mid对应列表及记录
  131. # self.redis_helper.del_keys(key_name=h_recall_mid_key)
  132. # self.redis_helper.del_keys(key_name=h_record_key)
  133. flag = self.copy_redis_zset_data(from_key_name=now_h_recall_key, to_key_name=h_recall_mid_key)
  134. if flag:
  135. new_record = {'date': now_dt, 'h': h}
  136. self.redis_helper.set_data_to_redis(key_name=h_record_key, value=str(new_record), expire_time=2*3600)
  137. # return h_recall_mid_key
  138. else:
  139. self.update_mid_data(h_recall_mid_key=h_recall_mid_key, h_record_key=h_record_key, key_prefix=key_prefix)
  140. # return h_recall_mid_key
  141. return h_recall_mid_key
  142. def rov_pool_recall_by_h(self, size=10, expire_time=24*3600):
  143. """
  144. 从小时级更新ROV召回池中获取视频
  145. :param size: 获取视频个数
  146. :param expire_time: 末位视频记录redis过期时间
  147. :return:
  148. """
  149. start_time = time.time()
  150. # 获取provinceCode
  151. province_code = self.client_info.get('provinceCode', '-1')
  152. if province_code == '':
  153. province_code = '-1'
  154. if self.ab_code in [code for _, code in config_.AB_CODE['rank_by_24h'].items()]:
  155. push_from = config_.PUSH_FROM['rov_recall_24h']
  156. else:
  157. push_from = config_.PUSH_FROM['rov_recall_h']
  158. # 获取mid对应的小时级列表redis-key
  159. h_recall_mid_key = self.get_mid_h_key(province_code=province_code)
  160. if not self.redis_helper.key_exists(h_recall_mid_key):
  161. recall_result = self.rov_pool_recall(size=size, expire_time=expire_time)
  162. else:
  163. # 过滤的视频
  164. fil_video_ids = []
  165. recall_result = []
  166. # 每次获取的视频数
  167. get_size = size * 5
  168. # 记录获取频次
  169. freq = 0
  170. while len(recall_result) < size:
  171. freq += 1
  172. if freq > config_.MAX_FREQ_FROM_ROV_POOL:
  173. break
  174. # 获取数据
  175. data = self.redis_helper.get_data_zset_with_index(key_name=h_recall_mid_key,
  176. start=(freq - 1) * get_size, end=freq * get_size - 1,
  177. with_scores=True)
  178. if not data:
  179. # log_.info('小时级更新视频已取完')
  180. break
  181. # 获取视频id,并转换类型为int,并存储为key-value{videoId: score}
  182. video_ids = []
  183. video_score = {}
  184. for value in data:
  185. video_id = int(value[0])
  186. video_ids.append(video_id)
  187. video_score[video_id] = value[1]
  188. # 过滤
  189. filter_ = FilterVideos(request_id=self.request_id,
  190. app_type=self.app_type, mid=self.mid, uid=self.uid, video_ids=video_ids)
  191. ge = gevent.spawn(filter_.filter_videos_h, self.rule_key, self.ab_code, province_code)
  192. ge.join()
  193. filtered_result = ge.get()
  194. if filtered_result:
  195. # 添加视频源参数 pushFrom, abCode
  196. temp_result = [{'videoId': int(item), 'rovScore': video_score[int(item)],
  197. 'pushFrom': push_from, 'abCode': self.ab_code}
  198. for item in filtered_result if video_score.get(int(item)) is not None]
  199. recall_result.extend(temp_result)
  200. fil_video_ids.extend(list(set(video_ids) - set([item.get('videoId') for item in temp_result])))
  201. else:
  202. fil_video_ids.extend(video_ids)
  203. # 将被过滤的视频进行移除
  204. for value in fil_video_ids:
  205. self.redis_helper.remove_value_from_zset(key_name=h_recall_mid_key, value=value)
  206. # 判断获取到的小时级数据数量
  207. if len(recall_result) < size:
  208. # 补充数据
  209. rov_recall_result = self.rov_pool_recall(size=size, expire_time=expire_time)
  210. # 去重合并
  211. now_video_ids = [item.get('videoId') for item in recall_result]
  212. for video in rov_recall_result:
  213. vid = video.get('videoId')
  214. if vid not in now_video_ids:
  215. recall_result.append(video)
  216. now_video_ids.append(vid)
  217. if len(recall_result) >= size:
  218. break
  219. else:
  220. continue
  221. log_.info({
  222. 'logTimestamp': int(time.time() * 1000),
  223. 'request_id': self.request_id,
  224. 'operation': 'rov_pool_recall_by_h',
  225. 'executeTime': (time.time() - start_time) * 1000
  226. })
  227. return recall_result[:size]
  228. def rov_pool_recall_by_day(self, size=4, expire_time=24*3600):
  229. """
  230. 从天级规则更新列表中获取视频
  231. :param size: 获取视频个数
  232. :param expire_time: 末位视频记录redis过期时间
  233. :return:
  234. """
  235. start_time = time.time()
  236. # 获取天级规则更新列表相关redis key, 用户上一次在天级规则更新列表对应的位置
  237. rule_key_name, last_rule_day_recall_key, idx = self.get_video_last_idx_day()
  238. # 获取天级规则更新列表数据
  239. if not rule_key_name:
  240. # log_.info('天级规则更新列表中无视频')
  241. recall_result = self.rov_pool_recall(size=size, expire_time=expire_time)
  242. else:
  243. recall_result = []
  244. # 每次获取的视频数
  245. get_size = size * 5
  246. # 记录获取频次
  247. freq = 0
  248. while len(recall_result) < size:
  249. freq += 1
  250. if freq > config_.MAX_FREQ_FROM_ROV_POOL:
  251. break
  252. # 获取数据
  253. data = self.redis_helper.get_data_zset_with_index(key_name=rule_key_name,
  254. start=idx, end=idx + get_size - 1,
  255. with_scores=True)
  256. if not data:
  257. # log_.info('天级规则更新视频已取完')
  258. break
  259. # 获取视频id,并转换类型为int,并存储为key-value{videoId: score}
  260. video_ids = []
  261. video_score = {}
  262. for value in data:
  263. video_id = int(value[0])
  264. video_ids.append(video_id)
  265. video_score[video_id] = value[1]
  266. # 过滤
  267. filter_ = FilterVideos(request_id=self.request_id,
  268. app_type=self.app_type, mid=self.mid, uid=self.uid, video_ids=video_ids)
  269. ge = gevent.spawn(filter_.filter_videos)
  270. ge.join()
  271. filtered_result = ge.get()
  272. if filtered_result:
  273. # 添加视频源参数 pushFrom, abCode
  274. temp_result = [{'videoId': int(item), 'rovScore': video_score[int(item)],
  275. 'pushFrom': config_.PUSH_FROM['rov_recall_day'], 'abCode': self.ab_code}
  276. for item in filtered_result if video_score.get(int(item)) is not None]
  277. recall_result.extend(temp_result)
  278. else:
  279. # 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
  280. self.redis_helper.set_data_to_redis(key_name=last_rule_day_recall_key, value=data[-1][0],
  281. expire_time=expire_time)
  282. idx += get_size
  283. # 判断获取到的天级规则数据数量
  284. if len(recall_result) < size:
  285. # 补充数据
  286. rov_recall_result = self.rov_pool_recall(size=size, expire_time=expire_time)
  287. # 去重合并
  288. now_video_ids = [item.get('videoId') for item in recall_result]
  289. for video in rov_recall_result:
  290. vid = video.get('videoId')
  291. if vid not in now_video_ids:
  292. recall_result.append(video)
  293. now_video_ids.append(vid)
  294. if len(recall_result) >= size:
  295. break
  296. else:
  297. continue
  298. log_.info({
  299. 'logTimestamp': int(time.time() * 1000),
  300. 'request_id': self.request_id,
  301. 'operation': 'rov_pool_recall_by_day',
  302. 'executeTime': (time.time() - start_time) * 1000
  303. })
  304. return recall_result[:size]
  305. def rov_pool_recall(self, size=10, expire_time=24*3600, video_type='', push_from=config_.PUSH_FROM['rov_recall']):
  306. """
  307. 从ROV召回池中获取视频
  308. :param size: 获取视频个数
  309. :param expire_time: 末位视频记录redis过期时间
  310. :param video_type: 视频列表类别
  311. :param push_from: 视频来源标记
  312. :return:
  313. """
  314. start_time = time.time()
  315. # 获取生效中的置顶视频
  316. if self.no_op_flag:
  317. top_video_ids, top_video_result = [], []
  318. elif self.client_info is None:
  319. # 无用户位置信息时,不获取置顶视频
  320. top_video_ids, top_video_result = [], []
  321. else:
  322. top_video_ids, top_video_result = self.get_top_videos()
  323. # log_.info('===top video result = {}'.format(top_video_ids))
  324. # 获取修改过rov的视频
  325. if self.no_op_flag:
  326. update_rov_video_ids, update_rov_result = [], []
  327. else:
  328. update_rov_video_ids, update_rov_result = self.get_update_rov_videos()
  329. # log_.info('update rov result = {}'.format(update_rov_video_ids))
  330. # 与置顶视频去重
  331. update_rov_video_ids_dup, update_rov_dup_result = [], []
  332. for item in update_rov_result:
  333. if item['videoId'] not in top_video_ids:
  334. update_rov_video_ids_dup.append(item['videoId'])
  335. update_rov_dup_result.append(item)
  336. # 获取相关redis key, 用户上一次在rov召回池对应的位置
  337. rov_pool_key, last_rov_recall_key, idx = self.get_video_last_idx(video_type=video_type)
  338. if not rov_pool_key:
  339. # log_.info('ROV召回池中无视频')
  340. if (not update_rov_dup_result) and (not top_video_result):
  341. return []
  342. rov_pool_recall_result = top_video_result.extend(update_rov_dup_result)
  343. rov_pool_recall_result.sort(key=lambda x: x.get('rovScore', 0), reverse=True)
  344. return rov_pool_recall_result[:size]
  345. rov_pool_recall_result = []
  346. # 每次获取的视频数
  347. get_size = size * 5
  348. # 记录获取频次
  349. freq = 0
  350. while len(rov_pool_recall_result) < size:
  351. freq += 1
  352. if freq > config_.MAX_FREQ_FROM_ROV_POOL:
  353. break
  354. # 获取数据
  355. st_get = time.time()
  356. data = self.redis_helper.get_data_zset_with_index(key_name=rov_pool_key,
  357. start=idx, end=idx + get_size - 1,
  358. with_scores=True)
  359. et_get = time.time()
  360. # log_.info('get data from rov pool redis: freq = {}, data = {}, execute time = {}ms'.format(
  361. # freq, data, (et_get - st_get) * 1000))
  362. if not data:
  363. # log_.info('ROV召回池中的视频已取完')
  364. break
  365. # 获取视频id,并转换类型为int,并存储为key-value{videoId: score}
  366. video_ids = []
  367. video_score = {}
  368. for value in data:
  369. video_id = int(value[0])
  370. # 视频id在 生效中的置顶视频 或 修改过rov的视频 中,跳过
  371. if video_id in update_rov_video_ids_dup or video_id in top_video_ids:
  372. continue
  373. video_ids.append(video_id)
  374. video_score[video_id] = value[1]
  375. # 过滤
  376. filter_ = FilterVideos(request_id=self.request_id,
  377. app_type=self.app_type, mid=self.mid, uid=self.uid, video_ids=video_ids)
  378. ge = gevent.spawn(filter_.filter_videos)
  379. ge.join()
  380. filtered_result = ge.get()
  381. # filtered_result = filter_.filter_videos()
  382. if filtered_result:
  383. # 添加视频源参数 pushFrom, abCode
  384. temp_result = [{'videoId': int(item), 'rovScore': video_score[int(item)],
  385. 'pushFrom': push_from, 'abCode': self.ab_code}
  386. for item in filtered_result if video_score.get(int(item)) is not None]
  387. rov_pool_recall_result.extend(temp_result)
  388. else:
  389. # 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
  390. if self.mid:
  391. # mid为空时,不做记录
  392. self.redis_helper.set_data_to_redis(key_name=last_rov_recall_key, value=data[-1][0],
  393. expire_time=expire_time)
  394. idx += get_size
  395. # 生效中的置顶视频、被修改rov视频、rov召回池视频 归并排序
  396. if top_video_result:
  397. rov_pool_recall_result.extend(top_video_result)
  398. if update_rov_dup_result:
  399. rov_pool_recall_result.extend(update_rov_dup_result)
  400. rov_pool_recall_result.sort(key=lambda x: x.get('rovScore', 0), reverse=True)
  401. log_.info({
  402. 'logTimestamp': int(time.time() * 1000),
  403. 'request_id': self.request_id,
  404. 'operation': 'rov_pool_recall',
  405. 'executeTime': (time.time() - start_time) * 1000
  406. })
  407. return rov_pool_recall_result[:size]
  408. def flow_pool_recall(self, size=10, flow_pool_id=None):
  409. """从流量池中获取视频"""
  410. start_time = time.time()
  411. # 获取provinceCode
  412. province_code = self.client_info.get('provinceCode', '-1')
  413. if province_code == '':
  414. province_code = '-1'
  415. flow_pool_key = self.get_pool_redis_key('flow', flow_pool_id=flow_pool_id)
  416. print(flow_pool_key)
  417. flow_pool_recall_result = []
  418. flow_pool_recall_videos = []
  419. # 每次获取的视频数
  420. get_size = size * 5
  421. # 记录获取频次
  422. freq = 0
  423. idx = 0
  424. while len(flow_pool_recall_result) < size:
  425. freq += 1
  426. if freq > config_.MAX_FREQ_FROM_FLOW_POOL:
  427. break
  428. # 获取数据
  429. # st_get = time.time()
  430. data = self.redis_helper.get_data_zset_with_index(key_name=flow_pool_key,
  431. start=idx, end=idx + get_size - 1,
  432. with_scores=True)
  433. # et_get = time.time()
  434. # log_.info('get data from flow pool redis: freq = {}, data = {}, execute time = {}ms'.format(
  435. # freq, data, (et_get - st_get) * 1000))
  436. if not data:
  437. # log_.info('流量池中的视频已取完')
  438. break
  439. # 将video_id 与 flow_pool, score做mapping整理
  440. video_ids = []
  441. video_mapping = {}
  442. video_score = {}
  443. for value in data:
  444. try:
  445. video_id, flow_pool = value[0].split('-')
  446. except Exception as e:
  447. log_.error({
  448. 'request_id': self.request_id,
  449. 'app_type': self.app_type,
  450. 'flow_pool_value': value
  451. })
  452. continue
  453. video_id = int(video_id)
  454. if video_id not in video_ids:
  455. video_ids.append(video_id)
  456. video_score[video_id] = value[1]
  457. if video_id not in video_mapping:
  458. video_mapping[video_id] = [flow_pool]
  459. else:
  460. video_mapping[video_id].append(flow_pool)
  461. # 过滤
  462. filter_ = FilterVideos(request_id=self.request_id,
  463. app_type=self.app_type, mid=self.mid, uid=self.uid, video_ids=video_ids)
  464. ge = gevent.spawn(filter_.filter_videos, pool_type='flow', province_code=province_code)
  465. ge.join()
  466. filtered_result = ge.get()
  467. # 检查可分发数
  468. if filtered_result:
  469. st_check = time.time()
  470. ge = gevent.spawn(self.check_video_counts, video_ids=filtered_result, flow_pool_mapping=video_mapping)
  471. ge.join()
  472. check_result = ge.get()
  473. log_.info({
  474. 'logTimestamp': int(time.time() * 1000),
  475. 'request_id': self.request_id,
  476. 'app_type': self.app_type,
  477. 'mid': self.mid,
  478. 'uid': self.uid,
  479. 'operation': 'check_video_counts',
  480. 'executeTime': (time.time() - st_check) * 1000
  481. })
  482. for item in check_result:
  483. video_id = int(item[0])
  484. flow_pool = item[1]
  485. if video_id not in flow_pool_recall_videos:
  486. # 取其中一个 flow_pool 作为召回结果
  487. # 添加视频源参数 pushFrom, abCode
  488. flow_pool_recall_result.append(
  489. {'videoId': video_id, 'flowPool': flow_pool,
  490. 'rovScore': video_score[video_id], 'pushFrom': config_.PUSH_FROM['flow_recall'],
  491. 'abCode': self.ab_code}
  492. )
  493. flow_pool_recall_videos.append(video_id)
  494. # et_check = time.time()
  495. # log_.info('check result: result = {}, execute time = {}ms'.format(
  496. # check_result, (et_check - st_check) * 1000))
  497. # # 判断错误标记, True为错误
  498. # if error_flag:
  499. # # 结束流量池召回
  500. # break
  501. idx += get_size
  502. log_.info({
  503. 'logTimestamp': int(time.time() * 1000),
  504. 'request_id': self.request_id,
  505. 'operation': 'flow_pool_recall',
  506. 'executeTime': (time.time() - start_time) * 1000
  507. })
  508. return flow_pool_recall_result[:size]
  509. def check_video_counts(self, video_ids, flow_pool_mapping):
  510. """
  511. 检查视频剩余可分发数
  512. :param video_ids: 视频id type-list
  513. :param flow_pool_mapping: 视频id-流量池标记mapping, type-dict
  514. :return: check_result, error_flag
  515. """
  516. # flow_pool_key = self.get_pool_redis_key('flow')
  517. # videos = []
  518. check_result = []
  519. for video_id in video_ids:
  520. video_id = int(video_id)
  521. for flow_pool in flow_pool_mapping.get(video_id, []):
  522. # 判断是否有本地分发记录
  523. cur_count = get_videos_local_distribute_count(video_id=video_id, flow_pool=flow_pool)
  524. # 无记录
  525. if cur_count is None:
  526. # videos.append({'videoId': video_id, 'flowPool': flow_pool})
  527. continue
  528. # 本地分发数 cur_count > 0
  529. elif cur_count > 0:
  530. check_result.append((video_id, flow_pool))
  531. # 本地分发数 cur_count <= 0,从所有的流量召回池移除,删除本地分发记录key
  532. else:
  533. remain_count_key = f"{config_.LOCAL_DISTRIBUTE_COUNT_PREFIX}{video_id}:{flow_pool}"
  534. self.redis_helper.del_keys(remain_count_key)
  535. value = '{}-{}'.format(video_id, flow_pool)
  536. for item in config_.APP_TYPE:
  537. flow_pool_key = f"{config_.FLOWPOOL_KEY_NAME_PREFIX}{config_.APP_TYPE.get(item)}"
  538. self.redis_helper.remove_value_from_zset(key_name=flow_pool_key, value=value)
  539. quick_flow_pool_key = f"{config_.QUICK_FLOWPOOL_KEY_NAME_PREFIX}{config_.APP_TYPE.get(item)}" \
  540. f":{config_.QUICK_FLOW_POOL_ID}"
  541. self.redis_helper.remove_value_from_zset(key_name=quick_flow_pool_key, value=value)
  542. return check_result
  543. """
  544. # 本次视频都有本地记录
  545. if len(videos) == 0:
  546. error_flag = False
  547. return check_result, error_flag
  548. # 本地无记录视频,检查实时分发数
  549. st_remain_view_count = time.time()
  550. view_count_result, error_flag = get_videos_remain_view_count(app_type=self.app_type, videos=videos)
  551. log_.info({
  552. 'logTimestamp': int(time.time() * 1000),
  553. 'request_id': self.request_id,
  554. 'app_type': self.app_type,
  555. 'mid': self.mid,
  556. 'uid': self.uid,
  557. 'operation': 'remainViewCount',
  558. 'executeTime': (time.time() - st_remain_view_count) * 1000
  559. })
  560. # 判断返回的错误标记,True为错误
  561. if error_flag:
  562. return check_result, error_flag
  563. # 从流量召回池移除视频videos
  564. # for item in videos:
  565. # value = '{}-{}'.format(item['videoId'], item['flowPool'])
  566. # self.redis_helper.remove_value_from_zset(key_name=flow_pool_key, value=value)
  567. # redis_helper = RedisHelper()
  568. for item in view_count_result:
  569. try:
  570. # 接口超时,item[2]可能为None
  571. remain_count = int(item[2])
  572. except Exception as e:
  573. # log_.error('remain_count type error...')
  574. log_.error(traceback.format_exc())
  575. continue
  576. if remain_count > 0:
  577. # viewCount > 0
  578. check_result.append(item)
  579. # 将分发数更新到本地记录
  580. key_name = f"{config_.LOCAL_DISTRIBUTE_COUNT_PREFIX}{item[0]}:{item[1]}"
  581. self.redis_helper.setnx_key(key_name=key_name, value=remain_count, expire_time=5 * 60)
  582. else:
  583. # viewCount <= 0
  584. # 从流量召回池移除
  585. value = '{}-{}'.format(item[0], item[1])
  586. for item in config_.APP_TYPE:
  587. flow_pool_key = f"{config_.FLOWPOOL_KEY_NAME_PREFIX}{config_.APP_TYPE.get(item)}"
  588. self.redis_helper.remove_value_from_zset(key_name=flow_pool_key, value=value)
  589. return check_result, error_flag
  590. """
  591. def get_pool_redis_key(self, pool_type, flow_pool_id=None):
  592. """
  593. 拼接key
  594. :param pool_type: type-string {'rov': rov召回池, 'flow': 流量池}
  595. :param flow_pool_id: 流量池ID
  596. :return: key_name
  597. """
  598. if pool_type == 'rov':
  599. # appType = 13 票圈视频app
  600. if self.app_type == config_.APP_TYPE['APP']:
  601. key_name_prefix = config_.RECALL_KEY_NAME_PREFIX_APP
  602. # abCode = 30001 # 老好看视频 / 票圈最惊奇 首页/相关推荐逻辑更新实验
  603. # elif self.ab_code == config_.AB_CODE['rov_rank_appType_18_19']:
  604. # key_name_prefix = f"{config_.RECALL_KEY_NAME_PREFIX_APP_TYPE}{self.app_type}."
  605. # 其他
  606. else:
  607. key_name_prefix = config_.RECALL_KEY_NAME_PREFIX
  608. # 判断热度列表是否更新,未更新则使用前一天的热度列表
  609. key_name = key_name_prefix + time.strftime('%Y%m%d')
  610. if self.redis_helper.key_exists(key_name):
  611. redis_date = date.today().strftime('%Y%m%d')
  612. else:
  613. redis_date = (date.today() - timedelta(days=1)).strftime('%Y%m%d')
  614. key_name = key_name_prefix + redis_date
  615. # if not self.redis_helper.key_exists(key_name):
  616. # return None, None
  617. # 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
  618. # now_h = datetime.now().hour
  619. # now_m = datetime.now().minute
  620. # feishu_text = '{} —— 今日ROV召回池数据未按时更新,请及时查看解决。'.format(config_.ENV_TEXT)
  621. # if now_h == config_.ROV_UPDATE_H + 1 and now_m > config_.ROV_UPDATE_MINUTE:
  622. # send_msg_to_feishu(feishu_text)
  623. # elif now_h > config_.ROV_UPDATE_H + 2:
  624. # send_msg_to_feishu(feishu_text)
  625. return key_name, redis_date
  626. elif pool_type == 'flow':
  627. if flow_pool_id == config_.QUICK_FLOW_POOL_ID:
  628. return f"{config_.QUICK_FLOWPOOL_KEY_NAME_PREFIX}{self.app_type}:{config_.QUICK_FLOW_POOL_ID}"
  629. else:
  630. return f"{config_.FLOWPOOL_KEY_NAME_PREFIX}{self.app_type}"
  631. elif pool_type == 'special':
  632. key_name_prefix = config_.KEY_NAME_PREFIX_SPECIAL_VIDEOS
  633. # 判断列表是否更新,未更新则使用前一天的列表
  634. key_name = f"{key_name_prefix}{time.strftime('%Y%m%d')}"
  635. if self.redis_helper.key_exists(key_name):
  636. redis_date = date.today().strftime('%Y%m%d')
  637. else:
  638. redis_date = (date.today() - timedelta(days=1)).strftime('%Y%m%d')
  639. key_name = f"{key_name_prefix}{redis_date}"
  640. # 判断当前时间是否晚于更新时间,发送消息到飞书
  641. # now_h = datetime.now().hour
  642. # feishu_text = '{} —— 今日special mid 数据未按时更新,请及时查看解决。'.format(config_.ENV_TEXT)
  643. # if now_h > config_.ROV_UPDATE_H:
  644. # send_msg_to_feishu(feishu_text)
  645. return key_name, redis_date
  646. else:
  647. log_.error('pool type error')
  648. return None, None
  649. def get_video_last_idx(self, video_type=''):
  650. """获取用户上一次在rov召回池对应的位置"""
  651. # if self.ab_code in [config_.AB_CODE['rank_by_h']] or self.app_type == config_.APP_TYPE['APP']:
  652. # abCode = 30001 # 老好看视频 / 票圈最惊奇 首页/相关推荐逻辑更新实验
  653. if self.ab_code in [code for _, code in config_.AB_CODE['rank_by_h'].items()] + \
  654. [code for _, code in config_.AB_CODE['region_rank_by_h'].items()] + \
  655. [config_.AB_CODE['rov_rank_appType_18_19'], config_.AB_CODE['rov_rank_appType_19'],
  656. config_.AB_CODE['top_video_relevant_appType_19']] + \
  657. [code for _, code in config_.AB_CODE['rank_by_24h'].items()] or \
  658. video_type == 'whole_movies':
  659. rov_pool_key, redis_date = self.get_pool_redis_key_with_h('rov', video_type=video_type)
  660. elif self.ab_code in [code for _, code in config_.AB_CODE['rank_by_day'].items()]:
  661. rov_pool_key, redis_date = self.get_pool_redis_key_with_day('dup')
  662. else:
  663. rov_pool_key, redis_date = self.get_pool_redis_key('rov')
  664. if not rov_pool_key:
  665. return None, None, None
  666. if self.ab_code in [code for _, code in config_.AB_CODE['rank_by_day'].items()]:
  667. now_h = datetime.now().hour
  668. if now_h < 7:
  669. last_key_prefix = config_.LAST_VIDEO_FROM_ROV_POOL_PRE_PREFIX
  670. else:
  671. last_key_prefix = config_.LAST_VIDEO_FROM_ROV_POOL_NOW_PREFIX
  672. elif video_type == 'whole_movies':
  673. last_key_prefix = config_.LAST_VIDEO_FROM_WHOLE_MOVIES_PREFIX
  674. else:
  675. last_key_prefix = config_.LAST_VIDEO_FROM_ROV_POOL_PREFIX
  676. last_rov_recall_key = f'{last_key_prefix}{self.app_type}:{self.mid}:{redis_date}'
  677. value = self.redis_helper.get_data_from_redis(last_rov_recall_key)
  678. if value:
  679. idx = self.redis_helper.get_index_with_data(rov_pool_key, value)
  680. if not idx:
  681. idx = 0
  682. else:
  683. idx += 1
  684. else:
  685. idx = 0
  686. return rov_pool_key, last_rov_recall_key, idx
  687. def get_update_rov_videos(self):
  688. """
  689. 获取修改ROV的视频
  690. :return: update_rov_video_ids, update_rov_result
  691. """
  692. try:
  693. # 获取修改过ROV的视频
  694. if self.app_type == config_.APP_TYPE['APP']:
  695. key_name = config_.UPDATE_ROV_KEY_NAME_APP
  696. else:
  697. key_name = config_.UPDATE_ROV_KEY_NAME
  698. # redis_helper = RedisHelper()
  699. data = self.redis_helper.get_data_zset_with_index(key_name=key_name,
  700. start=0, end=-1, with_scores=True)
  701. # 获取视频id,并转换类型为int,将videoId和score做mapping,并存储为key-value{videoId: score}
  702. if data is None:
  703. return [], []
  704. video_ids = []
  705. video_score = {}
  706. for value in data:
  707. video_id = int(value[0])
  708. video_ids.append(video_id)
  709. video_score[video_id] = value[1]
  710. # 过滤
  711. filter_ = FilterVideos(request_id=self.request_id,
  712. app_type=self.app_type, video_ids=video_ids, mid=self.mid, uid=self.uid)
  713. ge = gevent.spawn(filter_.filter_videos)
  714. ge.join()
  715. filtered_result = ge.get()
  716. # 添加视频源参数 pushFrom, abCode
  717. update_rov_video_ids, update_rov_result = [], []
  718. if not filtered_result:
  719. return update_rov_video_ids, update_rov_result
  720. for item in filtered_result:
  721. video_id = int(item)
  722. rov_score = video_score.get(video_id)
  723. if rov_score is None:
  724. continue
  725. update_rov_video_ids.append(video_id)
  726. update_rov_result.append({'videoId': video_id, 'rovScore': rov_score,
  727. 'pushFrom': config_.PUSH_FROM['rov_recall'], 'abCode': self.ab_code})
  728. return update_rov_video_ids, update_rov_result
  729. except Exception as e:
  730. log_.error(traceback.format_exc())
  731. return [], []
  732. def get_top_videos(self):
  733. """
  734. 获取置顶视频
  735. :return: top_video_ids, top_video_result
  736. """
  737. try:
  738. # 获取生效中的置顶视频列表
  739. # redis_helper = RedisHelper()
  740. if self.app_type == config_.APP_TYPE['APP']:
  741. key_name = config_.TOP_VIDEO_LIST_KEY_NAME_APP
  742. else:
  743. key_name = config_.TOP_VIDEO_LIST_KEY_NAME
  744. data = self.redis_helper.get_data_from_redis(key_name=key_name)
  745. # log_.info('===1=== {}'.format(data))
  746. if data is None:
  747. return [], []
  748. # 获取视频id,并转换类型为int,将videoId和score做mapping,并存储为key-value{videoId: score}
  749. video_ids = []
  750. video_info = {}
  751. for item in eval(data):
  752. # log_.info('=== uid: {}, item === {}'.format(self.uid, item))
  753. video_id = int(item['videoId'])
  754. # 判断 视频推荐区域与用户地址信息 是否匹配,市级别
  755. city_code_list = item['cityCode'].split(',')
  756. # log_.info('=== uid: {}, city_code_list: {},{}, cityCode: {},{} === '.format(
  757. # self.uid, city_code_list, type(city_code_list[0]), self.client_info.get('cityCode'),
  758. # type(self.client_info.get('cityCode'))))
  759. if self.client_info.get('cityCode') in city_code_list or config_.ALL_AREA_CODE in city_code_list:
  760. # log_.info('=== uid: {}, ===2=== {}, ===3=== video_id: {}, cityCode: {}'.format(
  761. # self.uid, self.client_info.get('cityCode'), video_id, city_code_list))
  762. if video_id in video_ids:
  763. # 如果video_id有重复,score保留大分值
  764. if item['score'] > video_info[video_id].get('score'):
  765. video_info[video_id] = {'score': item['score'], 'cityCode': city_code_list}
  766. else:
  767. continue
  768. else:
  769. video_ids.append(video_id)
  770. video_info[video_id] = {'score': item['score'], 'cityCode': city_code_list}
  771. else:
  772. continue
  773. # 过滤
  774. filter_ = FilterVideos(request_id=self.request_id,
  775. app_type=self.app_type, video_ids=video_ids, mid=self.mid, uid=self.uid)
  776. ge = gevent.spawn(filter_.filter_videos)
  777. ge.join()
  778. filtered_result = ge.get()
  779. # 添加视频源参数 pushFrom = 'op_manual', abCode
  780. top_video_ids, top_video_result = [], []
  781. if not filtered_result:
  782. return top_video_ids, top_video_result
  783. for item in filtered_result:
  784. video_id = int(item)
  785. item_info = video_info.get(video_id)
  786. if item_info is None:
  787. continue
  788. top_video_ids.append(video_id)
  789. top_video_result.append({'videoId': video_id, 'rovScore': item_info.get('score'),
  790. 'pushFrom': config_.PUSH_FROM['top'], 'abCode': self.ab_code})
  791. return top_video_ids, top_video_result
  792. except Exception as e:
  793. log_.error(traceback.format_exc())
  794. return [], []
  795. def get_pool_redis_key_with_h(self, pool_type, video_type=''):
  796. """
  797. 拼接key,获取以小时级别更新的视频列表
  798. :param pool_type: type-string {'rov': rov召回池, 'flow': 流量池}
  799. :param video_type: 视频列表区分 whole_movies - 完整影视资源
  800. :return: key_name
  801. """
  802. if pool_type == 'rov':
  803. now_date = date.today().strftime('%Y%m%d')
  804. # 获取当前所在小时
  805. h = datetime.now().hour
  806. # appType = 13, 票圈视频APP
  807. # 数据更新周期:每天07:00-21:00, 2h/次
  808. # if self.app_type == config_.APP_TYPE['APP']:
  809. # if h < 7:
  810. # key_h = 21
  811. # key_date = (date.today() - timedelta(days=1)).strftime('%Y%m%d')
  812. # elif h > 21:
  813. # key_h = 21
  814. # key_date = now_date
  815. # else:
  816. # if h % 2 == 0:
  817. # key_h = h - 1
  818. # key_date = now_date
  819. # else:
  820. # key_h = h
  821. # key_date = now_date
  822. # # print(key_date, key_h)
  823. # key_name = f'{config_.APP_FINAL_RECALL_KEY_NAME_PREFIX}{key_date}.{key_h}'
  824. # if self.redis_helper.key_exists(key_name):
  825. # return key_name, key_h
  826. # else:
  827. # if key_h == 7:
  828. # redis_h = 21
  829. # redis_date = (date.today() - timedelta(days=1)).strftime('%Y%m%d')
  830. # else:
  831. # redis_h = key_h - 2
  832. # redis_date = key_date
  833. # # print(redis_date, redis_h)
  834. # key_name = f'{config_.APP_FINAL_RECALL_KEY_NAME_PREFIX}{redis_date}.{redis_h}'
  835. # return key_name, redis_h
  836. # elif self.app_type in [config_.APP_TYPE['LAO_HAO_KAN_VIDEO'], config_.APP_TYPE['ZUI_JING_QI']]:
  837. # abCode = 30001 # 老好看视频 / 票圈最惊奇 首页/相关推荐逻辑更新实验
  838. if self.ab_code in [
  839. config_.AB_CODE['rov_rank_appType_18_19'], config_.AB_CODE['rov_rank_appType_19'],
  840. config_.AB_CODE['top_video_relevant_appType_19']
  841. ]:
  842. # 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
  843. key_name_prefix = f"{config_.RECALL_KEY_NAME_PREFIX_APP_TYPE}{self.app_type}:"
  844. key_name = f"{key_name_prefix}{now_date}:{h}"
  845. if self.redis_helper.key_exists(key_name):
  846. return key_name, h
  847. else:
  848. if h == 0:
  849. redis_h = 23
  850. redis_date = (date.today() - timedelta(days=1)).strftime('%Y%m%d')
  851. else:
  852. redis_h = h - 1
  853. redis_date = now_date
  854. key_name = f"{key_name_prefix}{redis_date}:{redis_h}"
  855. # 判断当前时间是否晚于数据正常更新时间,发送消息到飞书
  856. # now_m = datetime.now().minute
  857. # feishu_text = '{} —— appType = {}, h = {} 数据未按时更新,请及时查看解决。'.format(
  858. # config_.ENV_TEXT, self.app_type, h)
  859. # if now_m > config_.ROV_H_UPDATE_MINUTE:
  860. # send_msg_to_feishu(feishu_text)
  861. return key_name, redis_h
  862. # 完整影视资源
  863. elif video_type == 'whole_movies':
  864. # 判断完整影视资源列表是否更新,未更新则使用前一小时的热度列表
  865. key_name_prefix = f"{config_.RECALL_KEY_NAME_PREFIX_WHOLE_MOVIES}"
  866. key_name = f"{key_name_prefix}{now_date}.{h}"
  867. if self.redis_helper.key_exists(key_name):
  868. return key_name, h
  869. else:
  870. if h == 0:
  871. redis_h = 23
  872. redis_date = (date.today() - timedelta(days=1)).strftime('%Y%m%d')
  873. else:
  874. redis_h = h - 1
  875. redis_date = now_date
  876. key_name = f"{key_name_prefix}{redis_date}.{redis_h}"
  877. # 判断当前时间是否晚于数据正常更新时间,发送消息到飞书
  878. # now_m = datetime.now().minute
  879. # feishu_text = '{} —— appType = {}, h = {} 完整影视资源数据未按时更新,请及时查看解决。'.format(
  880. # config_.ENV_TEXT, self.app_type, h)
  881. # if now_m > config_.ROV_H_UPDATE_MINUTE:
  882. # send_msg_to_feishu(feishu_text)
  883. return key_name, redis_h
  884. else:
  885. # 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
  886. if self.ab_code in [code for _, code in config_.AB_CODE['region_rank_by_h'].items()]:
  887. # 获取provinceCode
  888. province_code = self.client_info.get('provinceCode', '-1')
  889. if province_code == '':
  890. province_code = '-1'
  891. if self.ab_code == config_.AB_CODE['region_rank_by_h'].get('region_rule_rank2'):
  892. key_prefix = f"{config_.RECALL_KEY_NAME_PREFIX_DUP_REGION_24H}{province_code}."
  893. else:
  894. key_prefix = f"{config_.RECALL_KEY_NAME_PREFIX_DUP_REGION_H}{province_code}:"
  895. elif self.ab_code in [code for _, code in config_.AB_CODE['rank_by_24h'].items()]:
  896. key_prefix = config_.RECALL_KEY_NAME_PREFIX_DUP_24H
  897. else:
  898. key_prefix = config_.RECALL_KEY_NAME_PREFIX_DUP_H
  899. key_name = f"{key_prefix}{self.data_key}:{self.rule_key}:{now_date}:{h}"
  900. if self.redis_helper.key_exists(key_name):
  901. return key_name, h
  902. else:
  903. if h == 0:
  904. redis_h = 23
  905. redis_date = (date.today() - timedelta(days=1)).strftime('%Y%m%d')
  906. else:
  907. redis_h = h - 1
  908. redis_date = now_date
  909. key_name = f"{key_prefix}{self.data_key}:{self.rule_key}:{redis_date}:{redis_h}"
  910. # 判断当前时间是否晚于数据正常更新时间,发送消息到飞书
  911. # now_m = datetime.now().minute
  912. # feishu_text = '{} —— appType = {}, h = {}, key = {}, province_code = {} 数据未按时更新,请及时查看解决。'.format(
  913. # config_.ENV_TEXT, self.app_type, h, key_name, self.client_info.get('provinceCode', '-1'))
  914. # if now_m > config_.ROV_H_UPDATE_MINUTE:
  915. # send_msg_to_feishu(feishu_text)
  916. return key_name, redis_h
  917. elif pool_type == 'flow':
  918. return config_.FLOW_POOL_KEY_NAME_PREFIX + str(self.app_type)
  919. else:
  920. # log_.error('pool type error')
  921. return None, None
  922. def flow_pool_recall_18_19(self, size=4, push_from=config_.PUSH_FROM['flow_recall']):
  923. """从流量池中获取视频"""
  924. start_time = time.time()
  925. flow_pool_key = self.get_pool_redis_key('flow')
  926. flow_pool_recall_result = []
  927. flow_pool_recall_videos = []
  928. # 每次获取的视频数
  929. get_size = size * 5
  930. # 记录获取频次
  931. freq = 0
  932. idx = 0
  933. while len(flow_pool_recall_result) < size:
  934. freq += 1
  935. if freq > config_.MAX_FREQ_FROM_FLOW_POOL_18_19:
  936. break
  937. # 获取数据
  938. data = self.redis_helper.get_data_zset_with_index(key_name=flow_pool_key,
  939. start=idx, end=idx + get_size - 1,
  940. with_scores=True)
  941. # log_.info('get data from flow pool redis: freq = {}, data = {}, execute time = {}ms'.format(
  942. # freq, data, (et_get - st_get) * 1000))
  943. if not data:
  944. # log_.info('流量池中的视频已取完')
  945. break
  946. # 将video_id 与 score做mapping整理
  947. video_ids = []
  948. video_score = {}
  949. for value in data:
  950. video_id = int(value[0])
  951. video_ids.append(video_id)
  952. video_score[video_id] = value[1]
  953. # 过滤
  954. filter_ = FilterVideos(request_id=self.request_id,
  955. app_type=self.app_type, mid=self.mid, uid=self.uid, video_ids=video_ids)
  956. ge = gevent.spawn(filter_.filter_videos)
  957. ge.join()
  958. filtered_result = ge.get()
  959. # 添加视频源参数 pushFrom, abCode
  960. if filtered_result:
  961. # 添加视频源参数 pushFrom, abCode
  962. temp_result = [{'videoId': int(item), 'rovScore': video_score[int(item)],
  963. 'pushFrom': push_from, 'abCode': self.ab_code}
  964. for item in filtered_result if video_score.get(int(item)) is not None]
  965. flow_pool_recall_result.extend(temp_result)
  966. idx += get_size
  967. log_.info({
  968. 'logTimestamp': int(time.time() * 1000),
  969. 'request_id': self.request_id,
  970. 'operation': 'flow_pool_recall_18_19',
  971. 'executeTime': (time.time() - start_time) * 1000
  972. })
  973. return flow_pool_recall_result[:size]
  974. def get_pool_redis_key_with_day(self, pool_type):
  975. """
  976. 拼接key,获取以天级别规则更新的视频列表
  977. :param pool_type: type-string {'rov': rov召回池, 'flow': 流量池}
  978. :return: key_name
  979. """
  980. now_date = datetime.today()
  981. now_dt = datetime.strftime(now_date, '%Y%m%d')
  982. if pool_type == 'rov':
  983. # 判断列表是否更新,未更新则使用前一天的列表
  984. rule_key_name = f'{config_.RECALL_KEY_NAME_PREFIX_BY_DAY}{self.rule_key}.{now_dt}'
  985. if self.redis_helper.key_exists(key_name=rule_key_name):
  986. return rule_key_name, now_dt
  987. else:
  988. redis_dt = datetime.strftime((now_date - timedelta(days=1)), '%Y%m%d')
  989. rule_key_name = f'{config_.RECALL_KEY_NAME_PREFIX_BY_DAY}{self.rule_key}.{redis_dt}'
  990. # 判断当前时间是否晚于数据正常更新时间,发送消息到飞书
  991. # now_h = datetime.now().hour
  992. # feishu_text = f'{config_.ENV_TEXT} —— appType = {self.app_type}, date = {now_dt}, ' \
  993. # f'rule_key = {self.rule_key} 数据未按时更新,请及时查看解决。'
  994. # if now_h > config_.ROV_DAY_UPDATE_MINUTE:
  995. # send_msg_to_feishu(feishu_text)
  996. return rule_key_name, redis_dt
  997. elif pool_type == 'dup':
  998. now_h = datetime.now().hour
  999. if now_h < 7:
  1000. dup_key_name_prefix = config_.RECALL_KEY_NAME_PREFIX_DUP_DAY_PRE
  1001. else:
  1002. dup_key_name_prefix = config_.RECALL_KEY_NAME_PREFIX_DUP_DAY_NOW
  1003. dup_key_name = f'{dup_key_name_prefix}{self.rule_key}.{now_dt}'
  1004. if self.redis_helper.key_exists(key_name=dup_key_name):
  1005. return dup_key_name, now_dt
  1006. else:
  1007. redis_dt = datetime.strftime((now_date - timedelta(days=1)), '%Y%m%d')
  1008. dup_key_name = f'{dup_key_name_prefix}{self.rule_key}.{redis_dt}'
  1009. return dup_key_name, redis_dt
  1010. elif pool_type == 'flow':
  1011. return config_.FLOW_POOL_KEY_NAME_PREFIX + str(self.app_type)
  1012. else:
  1013. # log_.error('pool type error')
  1014. return None, None
  1015. def get_video_last_idx_day(self):
  1016. """获取用户上一次在天级规则更新列表中对应的位置"""
  1017. rule_key_name, redis_dt = self.get_pool_redis_key_with_day('rov')
  1018. if not rule_key_name:
  1019. return None, None, None
  1020. last_rule_day_recall_key = \
  1021. f'{config_.LAST_VIDEO_FROM_RULE_DAY_POOL_PREFIX}{self.app_type}.{self.mid}.{redis_dt}'
  1022. value = self.redis_helper.get_data_from_redis(last_rule_day_recall_key)
  1023. if value:
  1024. idx = self.redis_helper.get_index_with_data(rule_key_name, value)
  1025. if not idx:
  1026. idx = 0
  1027. else:
  1028. idx += 1
  1029. else:
  1030. idx = 0
  1031. return rule_key_name, last_rule_day_recall_key, idx
  1032. def old_videos_recall(self, size):
  1033. """老视频召回"""
  1034. # 获取老视频
  1035. now_dt = datetime.strftime(datetime.today(), '%Y%m%d')
  1036. key_name = f'{config_.RECALL_KEY_NAME_PREFIX_OLD_VIDEOS}{now_dt}'
  1037. old_videos = self.redis_helper.get_data_from_set(key_name=key_name)
  1038. if not old_videos:
  1039. return []
  1040. # 过滤
  1041. old_video_ids = [int(video_id) for video_id in old_videos]
  1042. filter_ = FilterVideos(request_id=self.request_id,
  1043. app_type=self.app_type, video_ids=old_video_ids, mid=self.mid, uid=self.uid)
  1044. ge = gevent.spawn(filter_.filter_videos)
  1045. ge.join()
  1046. filtered_videos = ge.get()
  1047. if not filtered_videos:
  1048. return []
  1049. # 添加视频源参数 pushFrom, abCode
  1050. old_video_result = [{'videoId': int(item), 'rovScore': 0,
  1051. 'pushFrom': config_.PUSH_FROM['old_video'], 'abCode': self.ab_code}
  1052. for item in filtered_videos]
  1053. # 随机抽取 size+1 条数据
  1054. random.shuffle(old_video_result)
  1055. return old_video_result[:size+1]
  1056. def get_region_dup_video_last_idx_h(self, province_code, region_dup=None):
  1057. """获取用户上一次在 地域分组 相关去重列表中对应的位置"""
  1058. now_date = date.today().strftime('%Y%m%d')
  1059. h = datetime.now().hour
  1060. if region_dup == 1:
  1061. # 小程序地域分组天级更新结果与小程序地域分组小时级更新结果去重
  1062. key_name_prefix = config_.RECALL_KEY_NAME_PREFIX_DUP1_REGION_DAY_H
  1063. elif region_dup == 2:
  1064. if self.ab_code == config_.AB_CODE['region_rank_by_h'].get('region_rule_rank2'):
  1065. # 小程序天级更新结果与 小程序地域分组小时级更新24h结果 去重
  1066. key_name_prefix = config_.RECALL_KEY_NAME_PREFIX_DUP_REGION_DAY_24H
  1067. else:
  1068. # 小程序天级更新结果与 小程序地域分组天级更新结果/小程序地域分组小时级更新结果 去重
  1069. key_name_prefix = config_.RECALL_KEY_NAME_PREFIX_DUP2_REGION_DAY_H
  1070. else:
  1071. key_name_prefix = ''
  1072. key_name = f"{key_name_prefix}{province_code}.{self.rule_key}.{now_date}.{h}"
  1073. last_region_dup_key = \
  1074. f'{config_.LAST_VIDEO_FROM_REGION_DUP_PREFIX}{region_dup}.{self.app_type}.{self.mid}.{h}'
  1075. if not self.redis_helper.key_exists(key_name=key_name):
  1076. if h == 0:
  1077. redis_h = 23
  1078. redis_date = (date.today() - timedelta(days=1)).strftime('%Y%m%d')
  1079. else:
  1080. redis_h = h - 1
  1081. redis_date = now_date
  1082. key_name = f"{key_name_prefix}{province_code}.{self.rule_key}.{redis_date}.{redis_h}"
  1083. last_region_dup_key = \
  1084. f"{config_.LAST_VIDEO_FROM_REGION_DUP_PREFIX}{region_dup}.{self.app_type}.{self.mid}.{redis_h}"
  1085. # 判断当前时间是否晚于数据正常更新时间,发送消息到飞书
  1086. # now_m = datetime.now().minute
  1087. # feishu_text = f"{config_.ENV_TEXT} —— appType = {self.app_type}, h = {h}, key = {key_name}, " \
  1088. # f"province_code = {province_code} 数据未按时更新,请及时查看解决。"
  1089. # if now_m > config_.REGION_H_UPDATE_MINUTE:
  1090. # send_msg_to_feishu(feishu_text)
  1091. value = self.redis_helper.get_data_from_redis(last_region_dup_key)
  1092. if value:
  1093. idx = self.redis_helper.get_index_with_data(key_name, value)
  1094. if not idx:
  1095. idx = 0
  1096. else:
  1097. idx += 1
  1098. else:
  1099. idx = 0
  1100. return key_name, last_region_dup_key, idx
  1101. def rov_pool_recall_with_region(self, size=4, expire_time=24*3600):
  1102. """
  1103. 地域分组召回视频
  1104. :param size: 获取视频个数
  1105. :param expire_time: 末位视频记录redis过期时间
  1106. :return:
  1107. """
  1108. start_time = time.time()
  1109. # 获取provinceCode
  1110. province_code = self.client_info.get('provinceCode', '-1')
  1111. if province_code == '':
  1112. province_code = '-1'
  1113. # if self.ab_code in [config_.AB_CODE['region_rank_by_h'].get('region_rule_rank5_appType_0_data1'),
  1114. # config_.AB_CODE['region_rank_by_h'].get('abtest_082'),
  1115. # config_.AB_CODE['region_rank_by_h'].get('abtest_112')]:
  1116. if province_code == '-1':
  1117. t = [
  1118. # gevent.spawn(self.rov_pool_recall_with_region_by_h, province_code, size, 'day_24h'),
  1119. gevent.spawn(self.recall_region_dup_24h, province_code, size, '24h_dup2', expire_time),
  1120. gevent.spawn(self.recall_region_dup_24h, province_code, size, '24h_dup3', expire_time)]
  1121. else:
  1122. t = [
  1123. # gevent.spawn(self.rov_pool_recall_with_region_by_h, province_code, size),
  1124. # gevent.spawn(self.rov_pool_recall_with_region_by_h, province_code, size, 'region_24h'),
  1125. # gevent.spawn(self.rov_pool_recall_with_region_by_h, province_code, size, 'day_24h'),
  1126. gevent.spawn(self.recall_region_dup_24h, province_code, size, 'region_h', expire_time),
  1127. gevent.spawn(self.recall_region_dup_24h, province_code, size, 'region_24h', expire_time),
  1128. gevent.spawn(self.recall_region_dup_24h, province_code, size, '24h_dup2', expire_time),
  1129. gevent.spawn(self.recall_region_dup_24h, province_code, size, '24h_dup3', expire_time)]
  1130. # else:
  1131. # if province_code == '-1':
  1132. # # t = [gevent.spawn(self.rov_pool_recall_with_region_by_h, province_code, size, 'day_24h')]
  1133. # t = [gevent.spawn(self.recall_region_dup_24h, province_code, size, '24h_dup2', expire_time)]
  1134. #
  1135. # else:
  1136. # t = [
  1137. # # gevent.spawn(self.rov_pool_recall_with_region_by_h, province_code, size),
  1138. # # gevent.spawn(self.rov_pool_recall_with_region_by_h, province_code, size, 'region_24h'),
  1139. # # gevent.spawn(self.rov_pool_recall_with_region_by_h, province_code, size, 'day_24h'),
  1140. # gevent.spawn(self.recall_region_dup_24h, province_code, size, 'region_h', expire_time),
  1141. # gevent.spawn(self.recall_region_dup_24h, province_code, size, 'region_24h', expire_time),
  1142. # gevent.spawn(self.recall_region_dup_24h, province_code, size, '24h_dup2', expire_time),
  1143. #
  1144. # # gevent.spawn(self.region_dup_recall, province_code, 1, size, expire_time),
  1145. # # gevent.spawn(self.region_dup_recall, province_code, 2, size, expire_time)
  1146. # ]
  1147. gevent.joinall(t)
  1148. region_recall_result_list = [i.get() for i in t]
  1149. # 将已获取到的视频按顺序去重合并
  1150. now_video_ids = []
  1151. recall_result = []
  1152. for region_result in region_recall_result_list:
  1153. for video in region_result:
  1154. video_id = video.get('videoId')
  1155. if video_id not in now_video_ids:
  1156. recall_result.append(video)
  1157. now_video_ids.append(video_id)
  1158. if len(recall_result) >= size:
  1159. break
  1160. else:
  1161. continue
  1162. # 判断获取到的小时级数据数量
  1163. if len(recall_result) < size:
  1164. # 补充数据
  1165. rov_recall_result = self.rov_pool_recall(size=size, expire_time=expire_time)
  1166. # 去重合并
  1167. for video in rov_recall_result:
  1168. vid = video.get('videoId')
  1169. if vid not in now_video_ids:
  1170. recall_result.append(video)
  1171. now_video_ids.append(vid)
  1172. if len(recall_result) >= size:
  1173. break
  1174. else:
  1175. continue
  1176. log_.info({
  1177. 'logTimestamp': int(time.time() * 1000),
  1178. 'request_id': self.request_id,
  1179. 'operation': 'rov_pool_recall_with_region',
  1180. 'executeTime': (time.time() - start_time) * 1000
  1181. })
  1182. return recall_result[:size]
  1183. def rov_pool_recall_with_region_by_h(self, province_code, size=4, key_flag=''):
  1184. """
  1185. 地域分组小时级视频召回
  1186. :param size: 视频数
  1187. :param province_code: 省份code
  1188. :param key_flag:
  1189. :return:
  1190. """
  1191. if key_flag == 'region_24h':
  1192. push_from = config_.PUSH_FROM['rov_recall_region_24h']
  1193. elif key_flag == 'day_24h':
  1194. push_from = config_.PUSH_FROM['rov_recall_24h']
  1195. else:
  1196. push_from = config_.PUSH_FROM['rov_recall_region_h']
  1197. # 获取mid对应的小时级列表redis-key
  1198. h_recall_mid_key = self.get_mid_h_key(province_code=province_code, key_flag=key_flag)
  1199. if not self.redis_helper.key_exists(h_recall_mid_key):
  1200. recall_result = []
  1201. else:
  1202. # 过滤的视频
  1203. fil_video_ids = []
  1204. recall_result = []
  1205. # 每次获取的视频数
  1206. get_size = size * 5
  1207. # 记录获取频次
  1208. freq = 0
  1209. while len(recall_result) < size:
  1210. freq += 1
  1211. if freq > config_.MAX_FREQ_FROM_ROV_POOL:
  1212. break
  1213. # 获取数据
  1214. data = self.redis_helper.get_data_zset_with_index(key_name=h_recall_mid_key,
  1215. start=(freq - 1) * get_size, end=freq * get_size - 1,
  1216. with_scores=True)
  1217. if not data:
  1218. # log_.info('地域分组小时级更新视频已取完')
  1219. break
  1220. # 获取视频id,并转换类型为int,并存储为key-value{videoId: score}
  1221. video_ids = []
  1222. video_score = {}
  1223. for value in data:
  1224. video_id = int(value[0])
  1225. video_ids.append(video_id)
  1226. video_score[video_id] = value[1]
  1227. # 过滤
  1228. filter_ = FilterVideos(request_id=self.request_id,
  1229. app_type=self.app_type, mid=self.mid, uid=self.uid, video_ids=video_ids)
  1230. ge = gevent.spawn(filter_.filter_videos_h, self.rule_key, self.data_key,
  1231. self.ab_code, province_code, key_flag)
  1232. ge.join()
  1233. filtered_result = ge.get()
  1234. if filtered_result:
  1235. # 添加视频源参数 pushFrom, abCode
  1236. temp_result = [{'videoId': int(item), 'rovScore': video_score[int(item)],
  1237. 'pushFrom': push_from, 'abCode': self.ab_code}
  1238. for item in filtered_result if video_score.get(int(item)) is not None]
  1239. recall_result.extend(temp_result)
  1240. fil_video_ids.extend(list(set(video_ids) - set([item.get('videoId') for item in temp_result])))
  1241. else:
  1242. fil_video_ids.extend(video_ids)
  1243. # 将被过滤的视频进行移除
  1244. for value in fil_video_ids:
  1245. self.redis_helper.remove_value_from_zset(key_name=h_recall_mid_key, value=value)
  1246. return recall_result[:size]
  1247. def region_dup_recall(self, province_code, region_dup, size=4, expire_time=23*3600):
  1248. """
  1249. region dup 更新列表视频召回
  1250. :param province_code:
  1251. :param region_dup:
  1252. :param size:
  1253. :param expire_time:
  1254. :return:
  1255. """
  1256. if region_dup == 1:
  1257. push_from = config_.PUSH_FROM['rov_recall_region_day']
  1258. elif region_dup == 2:
  1259. push_from = config_.PUSH_FROM['rov_recall_day']
  1260. # 获取region dup更新列表相关redis key, 用户上一次在列表对应的位置
  1261. key_name, last_region_dup_key, idx = self.get_region_dup_video_last_idx_h(
  1262. province_code=province_code, region_dup=region_dup)
  1263. # 获取天级规则更新列表数据
  1264. if not key_name:
  1265. # log_.info(f'region dup 更新列表中无视频, region_dup = {region_dup}')
  1266. recall_result = []
  1267. else:
  1268. recall_result = []
  1269. # 每次获取的视频数
  1270. get_size = size * 5
  1271. # 记录获取频次
  1272. freq = 0
  1273. while len(recall_result) < size:
  1274. freq += 1
  1275. if freq > config_.MAX_FREQ_FROM_ROV_POOL:
  1276. break
  1277. # 获取数据
  1278. data = self.redis_helper.get_data_zset_with_index(key_name=key_name,
  1279. start=idx, end=idx + get_size - 1,
  1280. with_scores=True)
  1281. if not data:
  1282. # log_.info(f'region dup 更新视频已取完, region_dup = {region_dup}')
  1283. break
  1284. # 获取视频id,并转换类型为int,并存储为key-value{videoId: score}
  1285. video_ids = []
  1286. video_score = {}
  1287. for value in data:
  1288. video_id = int(value[0])
  1289. video_ids.append(video_id)
  1290. video_score[video_id] = value[1]
  1291. # 过滤
  1292. filter_ = FilterVideos(request_id=self.request_id,
  1293. app_type=self.app_type, mid=self.mid, uid=self.uid, video_ids=video_ids)
  1294. ge = gevent.spawn(filter_.filter_videos)
  1295. ge.join()
  1296. filtered_result = ge.get()
  1297. if filtered_result:
  1298. # 添加视频源参数 pushFrom, abCode
  1299. temp_result = [{'videoId': int(item), 'rovScore': video_score[int(item)],
  1300. 'pushFrom': push_from, 'abCode': self.ab_code}
  1301. for item in filtered_result if video_score.get(int(item)) is not None]
  1302. recall_result.extend(temp_result)
  1303. else:
  1304. # 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
  1305. if self.mid:
  1306. # mid为空时,不做记录
  1307. self.redis_helper.set_data_to_redis(key_name=last_region_dup_key, value=data[-1][0],
  1308. expire_time=expire_time)
  1309. idx += get_size
  1310. return recall_result[:size]
  1311. def rule_recall_by_h(self, size=4, expire_time=24*3600):
  1312. """
  1313. 小时级召回视频
  1314. :param size: 获取视频个数
  1315. :param expire_time: 末位视频记录redis过期时间
  1316. :return:
  1317. """
  1318. start_time = time.time()
  1319. t = [gevent.spawn(self.rov_pool_recall_h, size),
  1320. gevent.spawn(self.rov_pool_recall_h, size, '24h')]
  1321. gevent.joinall(t)
  1322. h_recall_result_list = [i.get() for i in t]
  1323. # 将已获取到的视频按顺序去重合并
  1324. now_video_ids = []
  1325. recall_result = []
  1326. for h_result in h_recall_result_list:
  1327. for video in h_result:
  1328. video_id = video.get('videoId')
  1329. if video_id not in now_video_ids:
  1330. recall_result.append(video)
  1331. now_video_ids.append(video_id)
  1332. if len(recall_result) >= size:
  1333. break
  1334. else:
  1335. continue
  1336. # 判断获取到的小时级数据数量
  1337. if len(recall_result) < size:
  1338. # 补充数据
  1339. rov_recall_result = self.rov_pool_recall(size=size, expire_time=expire_time)
  1340. # 去重合并
  1341. for video in rov_recall_result:
  1342. vid = video.get('videoId')
  1343. if vid not in now_video_ids:
  1344. recall_result.append(video)
  1345. now_video_ids.append(vid)
  1346. if len(recall_result) >= size:
  1347. break
  1348. else:
  1349. continue
  1350. log_.info({
  1351. 'logTimestamp': int(time.time() * 1000),
  1352. 'request_id': self.request_id,
  1353. 'operation': 'rule_recall_by_h',
  1354. 'executeTime': (time.time() - start_time) * 1000
  1355. })
  1356. return recall_result[:size]
  1357. def rov_pool_recall_h(self, size=4, key_flag=''):
  1358. """
  1359. 小时级视频召回
  1360. :param size: 视频数
  1361. :param key_flag:
  1362. :return:
  1363. """
  1364. if key_flag == '24h':
  1365. push_from = config_.PUSH_FROM['rov_recall_24h']
  1366. else:
  1367. push_from = config_.PUSH_FROM['rov_recall_h']
  1368. # 获取mid对应的小时级列表redis-key
  1369. h_recall_mid_key = self.get_mid_h_key(province_code='', key_flag=key_flag)
  1370. if not self.redis_helper.key_exists(h_recall_mid_key):
  1371. recall_result = []
  1372. else:
  1373. # 过滤的视频
  1374. fil_video_ids = []
  1375. recall_result = []
  1376. # 每次获取的视频数
  1377. get_size = size * 5
  1378. # 记录获取频次
  1379. freq = 0
  1380. while len(recall_result) < size:
  1381. freq += 1
  1382. if freq > config_.MAX_FREQ_FROM_ROV_POOL:
  1383. break
  1384. # 获取数据
  1385. data = self.redis_helper.get_data_zset_with_index(key_name=h_recall_mid_key,
  1386. start=(freq - 1) * get_size, end=freq * get_size - 1,
  1387. with_scores=True)
  1388. if not data:
  1389. # log_.info('小时级更新视频已取完')
  1390. break
  1391. # 获取视频id,并转换类型为int,并存储为key-value{videoId: score}
  1392. video_ids = []
  1393. video_score = {}
  1394. for value in data:
  1395. video_id = int(value[0])
  1396. video_ids.append(video_id)
  1397. video_score[video_id] = value[1]
  1398. # 过滤
  1399. filter_ = FilterVideos(request_id=self.request_id,
  1400. app_type=self.app_type, mid=self.mid, uid=self.uid, video_ids=video_ids)
  1401. ge = gevent.spawn(filter_.filter_videos_h, self.rule_key, self.ab_code, '', key_flag)
  1402. ge.join()
  1403. filtered_result = ge.get()
  1404. if filtered_result:
  1405. # 添加视频源参数 pushFrom, abCode
  1406. temp_result = [{'videoId': int(item), 'rovScore': video_score[int(item)],
  1407. 'pushFrom': push_from, 'abCode': self.ab_code}
  1408. for item in filtered_result if video_score.get(int(item)) is not None]
  1409. recall_result.extend(temp_result)
  1410. fil_video_ids.extend(list(set(video_ids) - set([item.get('videoId') for item in temp_result])))
  1411. else:
  1412. fil_video_ids.extend(video_ids)
  1413. # 将被过滤的视频进行移除
  1414. for value in fil_video_ids:
  1415. self.redis_helper.remove_value_from_zset(key_name=h_recall_mid_key, value=value)
  1416. return recall_result[:size]
  1417. def get_relevant_videos_19(self, video_id, size=4):
  1418. """
  1419. 获取最惊奇相关推荐视频
  1420. :param video_id: 头部视频id
  1421. :return: relevant_result
  1422. """
  1423. push_from = config_.PUSH_FROM['top_video_relevant_appType_19']
  1424. relevant_result = []
  1425. relevant_videos_key_name = f"{config_.MOVIE_RELEVANT_LIST_KEY_NAME_PREFIX}{video_id}"
  1426. # redis_helper = RedisHelper()
  1427. if not self.redis_helper.key_exists(key_name=relevant_videos_key_name):
  1428. return relevant_result
  1429. # 获取数据
  1430. data = self.redis_helper.get_data_zset_with_index(key_name=relevant_videos_key_name, start=0, end=-1,
  1431. with_scores=True)
  1432. if not data:
  1433. return relevant_result
  1434. # 获取视频id,并转换类型为int,并存储为key-value{videoId: score}
  1435. video_ids = []
  1436. video_score = {}
  1437. for value in data:
  1438. video_id = int(value[0])
  1439. video_ids.append(video_id)
  1440. video_score[video_id] = value[1]
  1441. # 过滤
  1442. filter_ = FilterVideos(request_id=self.request_id, app_type=self.app_type, mid=self.mid, uid=self.uid, video_ids=video_ids)
  1443. ge = gevent.spawn(filter_.filter_videos)
  1444. ge.join()
  1445. filtered_result = ge.get()
  1446. if filtered_result:
  1447. # 添加视频源参数 pushFrom, abCode
  1448. relevant_result = [{'videoId': int(item), 'rovScore': video_score[int(item)],
  1449. 'pushFrom': push_from, 'abCode': self.ab_code}
  1450. for item in filtered_result if video_score.get(int(item)) is not None]
  1451. return relevant_result[:size]
  1452. def relevant_recall_19(self, video_id, size=4, expire_time=24*3600):
  1453. """
  1454. 最惊奇相关推荐视频召回
  1455. :param video_id:
  1456. :param size:
  1457. :param expire_time:
  1458. :return:
  1459. """
  1460. t = [gevent.spawn(self.get_relevant_videos_19, video_id, size),
  1461. gevent.spawn(self.rov_pool_recall, size, expire_time)]
  1462. gevent.joinall(t)
  1463. relevant_recall_result_list = [i.get() for i in t]
  1464. # 将已获取到的视频按顺序去重合并
  1465. now_video_ids = []
  1466. recall_result = []
  1467. for relevant_result in relevant_recall_result_list:
  1468. for video in relevant_result:
  1469. video_id = video.get('videoId')
  1470. if video_id not in now_video_ids:
  1471. recall_result.append(video)
  1472. now_video_ids.append(video_id)
  1473. return recall_result[:size]
  1474. def rov_pool_recall_19(self, size=4, expire_time=24*3600):
  1475. """
  1476. 最惊奇视频召回
  1477. :param size: 获取视频个数
  1478. :param expire_time: 末位视频记录redis过期时间
  1479. :return:
  1480. """
  1481. t = [gevent.spawn(self.rov_pool_recall, size, expire_time=3600, video_type='whole_movies', push_from=config_.PUSH_FROM['whole_movies']),
  1482. gevent.spawn(self.flow_pool_recall_18_19, size, push_from=config_.PUSH_FROM['talk_videos'])]
  1483. gevent.joinall(t)
  1484. recall_result_list = [i.get() for i in t]
  1485. # 将已获取到的视频按顺序去重合并
  1486. now_video_ids = []
  1487. recall_result = []
  1488. for item in recall_result_list:
  1489. for video in item:
  1490. video_id = video.get('videoId')
  1491. if video_id not in now_video_ids:
  1492. recall_result.append(video)
  1493. now_video_ids.append(video_id)
  1494. if len(recall_result) >= size:
  1495. break
  1496. else:
  1497. continue
  1498. # 判断获取到的小时级数据数量
  1499. if len(recall_result) < size:
  1500. # 补充数据
  1501. rov_recall_result = self.rov_pool_recall(size=size, expire_time=expire_time)
  1502. # 去重合并
  1503. for video in rov_recall_result:
  1504. vid = video.get('videoId')
  1505. if vid not in now_video_ids:
  1506. recall_result.append(video)
  1507. now_video_ids.append(vid)
  1508. if len(recall_result) >= size:
  1509. break
  1510. else:
  1511. continue
  1512. return recall_result[:size]
  1513. def update_last_video_record(self, record_key, pool_key_prefix, province_code):
  1514. # 判断当前小时的小时级列表是否更新
  1515. now_date = datetime.today()
  1516. h = datetime.now().hour
  1517. now_dt = datetime.strftime(now_date, '%Y%m%d')
  1518. now_pool_recall_key = f"{pool_key_prefix}{province_code}:{self.data_key}:{self.rule_key}:{now_dt}:{h}"
  1519. if self.redis_helper.key_exists(key_name=now_pool_recall_key):
  1520. value = {'date': now_dt, 'h': h}
  1521. self.redis_helper.set_data_to_redis(key_name=record_key, value=str(value), expire_time=2 * 3600)
  1522. else:
  1523. if h == 0:
  1524. redis_dt = datetime.strftime(now_date - timedelta(days=1), '%Y%m%d')
  1525. redis_h = 23
  1526. else:
  1527. redis_dt = now_dt
  1528. redis_h = h - 1
  1529. now_pool_recall_key = f"{pool_key_prefix}{province_code}:{self.data_key}:{self.rule_key}:{redis_dt}:{redis_h}"
  1530. value = {'date': redis_dt, 'h': redis_h}
  1531. self.redis_helper.set_data_to_redis(key_name=record_key, value=str(value), expire_time=2 * 3600)
  1532. return now_pool_recall_key
  1533. def get_video_idx(self, pool_recall_key, last_video_key):
  1534. """
  1535. 获取上次视频所在位置
  1536. :param pool_recall_key: 视频所在列表 key
  1537. :param last_video_key: 上一次记录的视频
  1538. :return: idx
  1539. """
  1540. value = self.redis_helper.get_data_from_redis(last_video_key)
  1541. if value:
  1542. idx = self.redis_helper.get_index_with_data(key_name=pool_recall_key, value=value)
  1543. if not idx:
  1544. idx = 0
  1545. else:
  1546. idx += 1
  1547. else:
  1548. idx = 0
  1549. return idx
  1550. def get_last_recommend_video_idx(self, province_code, record_key_prefix, pool_key_prefix, last_video_key_prefix):
  1551. # 判断mid对应上一次视频位置 时间记录
  1552. record_key = f"{record_key_prefix}{self.app_type}:{self.mid}"
  1553. last_video_key = f'{last_video_key_prefix}{self.app_type}:{self.mid}'
  1554. if not self.redis_helper.key_exists(key_name=record_key):
  1555. # ###### 记录key不存在
  1556. self.redis_helper.del_keys(key_name=last_video_key)
  1557. idx = 0
  1558. pool_recall_key = self.update_last_video_record(record_key=record_key, pool_key_prefix=pool_key_prefix,
  1559. province_code=province_code)
  1560. else:
  1561. # ###### 记录key存在,判断date, h
  1562. now_date = datetime.today()
  1563. h = datetime.now().hour
  1564. # 获取记录的date, h
  1565. record = self.redis_helper.get_data_from_redis(key_name=record_key)
  1566. record_dt = eval(record).get('date')
  1567. record_h = eval(record).get('h')
  1568. now_dt = datetime.strftime(now_date, '%Y%m%d')
  1569. if record_dt == now_dt and int(record_h) == h:
  1570. # 已获取当前小时数据
  1571. pool_recall_key = f"{pool_key_prefix}{province_code}:{self.data_key}:{self.rule_key}:{now_dt}:{h}"
  1572. idx = self.get_video_idx(pool_recall_key=pool_recall_key, last_video_key=last_video_key)
  1573. elif (record_dt == now_dt and h-int(record_h) == 1) or (h == 0 and int(record_h) == 23):
  1574. # 记录的h - 当前h = 1,判断当前h数据是否已更新
  1575. now_pool_recall_key = f"{pool_key_prefix}{province_code}:{self.data_key}:{self.rule_key}:{now_dt}:{h}"
  1576. if self.redis_helper.key_exists(key_name=now_pool_recall_key):
  1577. new_record = {'date': now_dt, 'h': h}
  1578. self.redis_helper.set_data_to_redis(key_name=record_key, value=str(new_record), expire_time=2*3600)
  1579. idx = 0
  1580. self.redis_helper.del_keys(key_name=last_video_key)
  1581. pool_recall_key = now_pool_recall_key
  1582. else:
  1583. pool_recall_key = f"{pool_key_prefix}{province_code}:{self.data_key}:{self.rule_key}:{record_dt}:{record_h}"
  1584. idx = self.get_video_idx(pool_recall_key=pool_recall_key, last_video_key=last_video_key)
  1585. else:
  1586. idx = 0
  1587. self.redis_helper.del_keys(key_name=last_video_key)
  1588. pool_recall_key = self.update_last_video_record(record_key=record_key, pool_key_prefix=pool_key_prefix,
  1589. province_code=province_code)
  1590. return pool_recall_key, idx
  1591. def recall_region_dup_24h(self, province_code, size=4, key_flag='', expire_time=2*3600):
  1592. """
  1593. 从小程序小时级24h数据 筛选后的剩余数据 更新结果中获取视频
  1594. :param size: 获取视频个数
  1595. :param key_flag: 视频表标记
  1596. :param expire_time: 末位视频记录redis过期时间
  1597. :return:
  1598. """
  1599. start_time = time.time()
  1600. if key_flag == 'region_h':
  1601. # 分地域相对24h的筛选结果
  1602. # mid对应上一次视频位置 时间记录
  1603. record_key_prefix = config_.RECORD_KEY_NAME_PREFIX_LAST_VIDEO_REGION_H
  1604. # 视频列表
  1605. pool_key_prefix = config_.RECALL_KEY_NAME_PREFIX_REGION_BY_H
  1606. # mid对应上一次视频记录
  1607. last_video_key_prefix = config_.LAST_VIDEO_FROM_REGION_H_PREFIX
  1608. push_from = config_.PUSH_FROM['rov_recall_region_h']
  1609. elif key_flag == 'region_24h':
  1610. # 分地域相对24h的筛选结果
  1611. # mid对应上一次视频位置 时间记录
  1612. record_key_prefix = config_.RECORD_KEY_NAME_PREFIX_LAST_VIDEO_REGION_DUP1_24H
  1613. # 视频列表
  1614. pool_key_prefix = config_.RECALL_KEY_NAME_PREFIX_DUP1_REGION_24H_H
  1615. # mid对应上一次视频记录
  1616. last_video_key_prefix = config_.LAST_VIDEO_FROM_REGION_DUP1_24H_PREFIX
  1617. push_from = config_.PUSH_FROM['rov_recall_region_24h']
  1618. elif key_flag == '24h_dup2':
  1619. # 不分地域相对24h的筛选结果
  1620. # mid对应上一次视频位置 时间记录
  1621. record_key_prefix = config_.RECORD_KEY_NAME_PREFIX_LAST_VIDEO_REGION_DUP2_24H
  1622. # 视频列表
  1623. pool_key_prefix = config_.RECALL_KEY_NAME_PREFIX_DUP2_REGION_24H_H
  1624. # mid对应上一次视频记录
  1625. last_video_key_prefix = config_.LAST_VIDEO_FROM_REGION_DUP2_24H_PREFIX
  1626. push_from = config_.PUSH_FROM['rov_recall_24h']
  1627. elif key_flag == '24h_dup3':
  1628. # 不分地域相对24h的筛选后剩余数据
  1629. record_key_prefix = config_.RECORD_KEY_NAME_PREFIX_LAST_VIDEO_REGION_DUP3_24H
  1630. pool_key_prefix = config_.RECALL_KEY_NAME_PREFIX_DUP3_REGION_24H_H
  1631. last_video_key_prefix = config_.LAST_VIDEO_FROM_REGION_DUP3_24H_PREFIX
  1632. push_from = config_.PUSH_FROM['rov_recall_24h_dup']
  1633. elif key_flag == '48h_dup2':
  1634. # 不分地域相对48h的筛选结果
  1635. # mid对应上一次视频位置 时间记录
  1636. record_key_prefix = config_.RECORD_KEY_NAME_PREFIX_LAST_VIDEO_REGION_DUP2_48H
  1637. # 视频列表
  1638. pool_key_prefix = config_.RECALL_KEY_NAME_PREFIX_DUP2_REGION_48H_H
  1639. # mid对应上一次视频记录
  1640. last_video_key_prefix = config_.LAST_VIDEO_FROM_REGION_DUP2_48H_PREFIX
  1641. push_from = config_.PUSH_FROM['rov_recall_48h']
  1642. elif key_flag == '48h_dup3':
  1643. # 不分地域相对48h的筛选后剩余数据
  1644. record_key_prefix = config_.RECORD_KEY_NAME_PREFIX_LAST_VIDEO_REGION_DUP3_48H
  1645. pool_key_prefix = config_.RECALL_KEY_NAME_PREFIX_DUP3_REGION_48H_H
  1646. last_video_key_prefix = config_.LAST_VIDEO_FROM_REGION_DUP3_48H_PREFIX
  1647. push_from = config_.PUSH_FROM['rov_recall_48h_dup']
  1648. else:
  1649. return []
  1650. # 获取相关redis key, 用户上一次在rov召回池对应的位置
  1651. pool_key, idx = self.get_last_recommend_video_idx(province_code=province_code,
  1652. record_key_prefix=record_key_prefix,
  1653. pool_key_prefix=pool_key_prefix,
  1654. last_video_key_prefix=last_video_key_prefix)
  1655. if not pool_key:
  1656. return []
  1657. recall_data = []
  1658. pool_recall_result = []
  1659. # 每次获取的视频数
  1660. get_size = size * 5
  1661. # 记录获取频次
  1662. freq = 0
  1663. while len(pool_recall_result) < size:
  1664. freq += 1
  1665. if freq > config_.MAX_FREQ_FROM_ROV_POOL:
  1666. break
  1667. # 获取数据
  1668. data = self.redis_helper.get_data_zset_with_index(key_name=pool_key,
  1669. start=idx, end=idx + get_size - 1,
  1670. with_scores=True)
  1671. if not data:
  1672. break
  1673. recall_data.extend(data)
  1674. # 获取视频id,并转换类型为int,并存储为key-value{videoId: score}
  1675. video_ids = []
  1676. video_score = {}
  1677. for value in data:
  1678. video_id = int(value[0])
  1679. video_ids.append(video_id)
  1680. video_score[video_id] = value[1]
  1681. # 过滤
  1682. filter_ = FilterVideos(request_id=self.request_id,
  1683. app_type=self.app_type, mid=self.mid, uid=self.uid, video_ids=video_ids)
  1684. ge = gevent.spawn(filter_.filter_videos)
  1685. ge.join()
  1686. filtered_result = ge.get()
  1687. if filtered_result:
  1688. # 添加视频源参数 pushFrom, abCode
  1689. temp_result = [{'videoId': int(item), 'rovScore': video_score[int(item)],
  1690. 'pushFrom': push_from, 'abCode': self.ab_code}
  1691. for item in filtered_result if video_score.get(int(item)) is not None]
  1692. pool_recall_result.extend(temp_result)
  1693. else:
  1694. # 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
  1695. if self.mid and self.ab_code != config_.AB_CODE['region_rank_by_h'].get('abtest_112'):
  1696. # mid为空时,不做记录
  1697. last_video_key = f'{last_video_key_prefix}{self.app_type}:{self.mid}'
  1698. self.redis_helper.set_data_to_redis(key_name=last_video_key, value=data[-1][0],
  1699. expire_time=expire_time)
  1700. idx += get_size
  1701. pool_recall_result.sort(key=lambda x: x.get('rovScore', 0), reverse=True)
  1702. if len(recall_data) > 0 and len(pool_recall_result) == 0 \
  1703. and self.ab_code == config_.AB_CODE['region_rank_by_h'].get('abtest_112') and self.mid:
  1704. # 召回数据不为空 & 过滤后结果为空 & 位于实验组 & mid不为空时,更新召回获取的末位视频id记录到定位的key中
  1705. last_video_key = f'{last_video_key_prefix}{self.app_type}:{self.mid}'
  1706. self.redis_helper.set_data_to_redis(key_name=last_video_key, value=recall_data[-1][0],
  1707. expire_time=expire_time)
  1708. log_.info({
  1709. 'logTimestamp': int(time.time() * 1000),
  1710. 'request_id': self.request_id,
  1711. 'operation': push_from,
  1712. 'pool_recall_result': pool_recall_result,
  1713. 'executeTime': (time.time() - start_time) * 1000
  1714. })
  1715. return pool_recall_result[:size]