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				|  |  | +import datetime
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				|  |  | +import random
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				|  |  | +import time
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				|  |  | +import os
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				|  |  | +import traceback
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				|  |  | +import random
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				|  |  | +import json
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				|  |  | +
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				|  |  | +from my_config import set_config
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				|  |  | +from my_utils import request_post, filter_video_status, send_msg_to_feishu, filter_video_status_app, \
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				|  |  | +    filter_political_videos
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				|  |  | +from log import Log
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				|  |  | +from db_helper import RedisHelper
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				|  |  | +from odps import ODPS
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				|  |  | +
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				|  |  | +config_, _ = set_config()
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				|  |  | +log_ = Log()
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				|  |  | +
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				|  |  | +
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				|  |  | +def get_videos_from_flow_pool(app_type, size=1000):
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				|  |  | +    """
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				|  |  | +    从流量池获取视频,循环获取,直到返回数据为None结束
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				|  |  | +    :param app_type: 产品标识 type-int
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				|  |  | +    :param size: 每次获取视频数量,type-int,默认1000
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				|  |  | +    :param isSupply: 是否为供给流量池 1 是 0 否
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				|  |  | +    :return: videos  [{'videoId': 1111, 'flowPool': ''}, ...]
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				|  |  | +    """
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				|  |  | +    # 获取批次标识,利用首次获取数据时间戳为标记
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				|  |  | +    batch_flag = int(time.time())
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				|  |  | +    request_data = {'appType': app_type, 'batchFlag': batch_flag, 'size': size, 'isSupply': 1}
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				|  |  | +    videos = []
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				|  |  | +    retry = 0
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				|  |  | +    while True:
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				|  |  | +        print(config_.GET_VIDEOS_FROM_POOL_URL)
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				|  |  | +        result = request_post(request_url=config_.GET_VIDEOS_FROM_POOL_URL, request_data=request_data)
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				|  |  | +        if result is None:
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				|  |  | +            if retry > 2:
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				|  |  | +                break
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				|  |  | +            retry += 1
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				|  |  | +            continue
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				|  |  | +        if result['code'] != 0:
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				|  |  | +            log_.info('supply batch_flag: {}, 获取流量池视频失败'.format(batch_flag))
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				|  |  | +            if retry > 2:
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				|  |  | +                break
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				|  |  | +            retry += 1
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				|  |  | +            continue
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				|  |  | +        if not result['data']:
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				|  |  | +            if retry > 2:
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				|  |  | +                break
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				|  |  | +            retry += 1
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				|  |  | +            continue
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				|  |  | +        videos.extend(result['data'])
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				|  |  | +    return videos
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				|  |  | +
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				|  |  | +
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				|  |  | +def get_videos_remain_view_count(video_info_list):
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				|  |  | +    """
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				|  |  | +    获取视频在流量池中的剩余可分发数,并存入对应的redis中
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				|  |  | +    :param app_type: 产品标识 type-int
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				|  |  | +    :param video_info_list: 视频信息 (视频id, 流量池标记) type-list,[(video_id, flow_pool), ...]
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				|  |  | +    :return: data type-list,[(video_id, flow_pool, view_count), ...]
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				|  |  | +    """
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				|  |  | +    redis_helper = RedisHelper()
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				|  |  | +    if not video_info_list:
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				|  |  | +        return
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				|  |  | +
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				|  |  | +    # 每次请求10个
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				|  |  | +    bu_fen_fa_cnt = 0
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				|  |  | +    for i in range(len(video_info_list)//10 + 1):
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				|  |  | +        remain_st_time = time.time()
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				|  |  | +        videos = [{'videoId': info[0], 'flowPool': info[1]} for info in video_info_list[i*10:(i+1)*10]]
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				|  |  | +        request_data = {'videos': videos}
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				|  |  | +        result = request_post(request_url=config_.GET_REMAIN_VIEW_COUNT_URL,
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				|  |  | +                              request_data=request_data, timeout=(0.5, 3))
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				|  |  | +        log_.info(f"supply i = {i}, expend time = {(time.time()-remain_st_time)*1000}")
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				|  |  | +        if result is None:
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				|  |  | +            continue
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				|  |  | +        if result['code'] != 0:
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				|  |  | +            log_.error('supply 获取视频在流量池中的剩余可分发数失败')
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				|  |  | +            continue
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				|  |  | +        for item in result['data']:
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				|  |  | +            if item['distributeCount'] is None:
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				|  |  | +                continue
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				|  |  | +            distribute_count = int(item['distributeCount'])
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				|  |  | +            if distribute_count > 0:
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				|  |  | +                # 将分发数更新到本地记录
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				|  |  | +                key_name = f"{config_.SUPPLY_LOCAL_DISTRIBUTE_COUNT_PREFIX}{item['videoId']}:{item['flowPool']}"
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				|  |  | +                redis_helper.set_data_to_redis(key_name=key_name, value=distribute_count, expire_time=25 * 60)
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				|  |  | +            else:
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				|  |  | +                # 将本地记录删除
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				|  |  | +                key_name = f"{config_.SUPPLY_LOCAL_DISTRIBUTE_COUNT_PREFIX}{item['videoId']}:{item['flowPool']}"
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				|  |  | +                redis_helper.del_keys(key_name=key_name)
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				|  |  | +                # 从流量召回池移除
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				|  |  | +                value = '{}-{}'.format(item['videoId'], item['flowPool'])
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				|  |  | +                for type_name in config_.APP_TYPE:
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				|  |  | +                    for level in range(1, 7):
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				|  |  | +                        flow_pool_key = \
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				|  |  | +                            f"{config_.FLOWPOOL_KEY_NAME_PREFIX_SET_LEVEL_SUPPLY}{config_.APP_TYPE.get(type_name)}:{level}"
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				|  |  | +                        redis_helper.remove_value_from_set(key_name=flow_pool_key, values=(value, ))
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				|  |  | +                bu_fen_fa_cnt = bu_fen_fa_cnt + 1
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				|  |  | +    log_.info(f"supply 新增加不分发过滤前后整体数量: {len(video_info_list)}:{str(bu_fen_fa_cnt)}")
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				|  |  | +
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				|  |  | +
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				|  |  | +def get_flow_pool_data(app_type, video_info_list, flow_pool_id_list):
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				|  |  | +    """
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				|  |  | +    获取流量池可分发视频,并将结果上传Redis
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				|  |  | +    :param app_type: 产品标识 type-int
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				|  |  | +    :return: None
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				|  |  | +    """
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				|  |  | +    try:
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				|  |  | +        # 从流量池获取数据
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				|  |  | +        videos = get_videos_from_flow_pool(app_type=app_type)
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				|  |  | +        log_.info(f"supply app_type: {app_type}")
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				|  |  | +        # log_.info(f"videos: {videos}")
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				|  |  | +        if len(videos) <= 0:
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				|  |  | +            log_.info('supply 流量池中无需分发的视频')
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				|  |  | +            return video_info_list
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				|  |  | +        # video_id 与 flow_pool, level 进行mapping
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				|  |  | +        video_ids = set()
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				|  |  | +        log_.info('supply 流量池中视频数:{}'.format(len(videos)))
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				|  |  | +        mapping = {}
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				|  |  | +        for video in videos:
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				|  |  | +            flow_pool_id = video['flowPoolId'] # 召回使用的切分ID是在这里做的。流量池中的视频是不区分ID的,也不区分层。
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				|  |  | +            if int(flow_pool_id) not in flow_pool_id_list:
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				|  |  | +                continue
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				|  |  | +            # print(f"flow_pool_id: {flow_pool_id}")
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				|  |  | +            video_id = video['videoId']
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				|  |  | +            video_ids.add(video_id)
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				|  |  | +            item_info = {'flowPool': video['flowPool'], 'level': video['level']}
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				|  |  | +            if video_id in mapping:
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				|  |  | +                mapping[video_id].append(item_info)
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				|  |  | +            else:
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				|  |  | +                mapping[video_id] = [item_info]
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				|  |  | +        log_.info(f"supply 需更新流量池视频数: {len(video_ids)}")
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				|  |  | +
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				|  |  | +        # 对视频状态进行过滤
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				|  |  | +        if app_type == config_.APP_TYPE['APP']:
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				|  |  | +            filtered_videos = filter_video_status_app(list(video_ids))
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				|  |  | +        else:
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				|  |  | +            filtered_videos = filter_video_status(list(video_ids))
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				|  |  | +        log_.info('supply filter videos status finished, filtered_videos nums={}'.format(len(filtered_videos)))
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				|  |  | +
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				|  |  | +        # 涉政视频过滤
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				|  |  | +        if app_type not in config_.POLITICAL_RECOMMEND_APP_TYPE_LIST:
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				|  |  | +            filtered_videos = filter_political_videos(video_ids=filtered_videos)
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				|  |  | +
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				|  |  | +        if not filtered_videos:
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				|  |  | +            log_.info('supply 流量池中视频状态不符合分发')
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				|  |  | +            return video_info_list
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				|  |  | +
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				|  |  | +        # 上传数据到redis
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				|  |  | +        # 普通流量池视频按照层级存储
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				|  |  | +        redis_data = dict()
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				|  |  | +
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				|  |  | +        for video_id in filtered_videos:
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				|  |  | +            for item in mapping.get(video_id):
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				|  |  | +                flow_pool = item['flowPool']
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				|  |  | +                level = item['level']
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				|  |  | +                # 判断是否为快速曝光流量池视频
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				|  |  | +                value = '{}-{}'.format(video_id, flow_pool)
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				|  |  | +                if level not in redis_data:
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				|  |  | +                    redis_data[level] = set()
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				|  |  | +                redis_data[level].add(value)
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				|  |  | +
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				|  |  | +                video_info = (video_id, flow_pool)
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				|  |  | +                if video_info not in video_info_list:
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				|  |  | +                    video_info_list.append(video_info)
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				|  |  | +
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				|  |  | +        redis_helper = RedisHelper()
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				|  |  | +
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				|  |  | +        # 普通流量池视频写入redis - 分层存储
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				|  |  | +        level_list = []
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				|  |  | +        for level, videos in redis_data.items():
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				|  |  | +            log_.info(f"supply level: {level}, videos_count: {len(videos)}")
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				|  |  | +            level_list.append(level)
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				|  |  | +            flow_pool_key_name = f"{config_.FLOWPOOL_KEY_NAME_PREFIX_SET_LEVEL_SUPPLY}{app_type}:{level}"
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				|  |  | +            # 如果key已存在,删除key
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				|  |  | +            if redis_helper.key_exists(flow_pool_key_name):
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				|  |  | +                redis_helper.del_keys(flow_pool_key_name)
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				|  |  | +            # 写入redis
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				|  |  | +            if videos:
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				|  |  | +                redis_helper.add_data_with_set(key_name=flow_pool_key_name, values=videos, expire_time=24 * 3600)
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				|  |  | +
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				|  |  | +        # 删除此时不存在的level key
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				|  |  | +        for i in range(1, 7):
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				|  |  | +            if i not in level_list:
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				|  |  | +                flow_pool_key_name = f"{config_.FLOWPOOL_KEY_NAME_PREFIX_SET_LEVEL_SUPPLY}{app_type}:{i}"
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				|  |  | +                # 如果key已存在,删除key
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				|  |  | +                if redis_helper.key_exists(flow_pool_key_name):
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				|  |  | +                    redis_helper.del_keys(flow_pool_key_name)
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				|  |  | +
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				|  |  | +        log_.info('supply data to redis finished!')
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				|  |  | +
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				|  |  | +        return video_info_list
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				|  |  | +
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				|  |  | +    except Exception as e:
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				|  |  | +        log_.error('supply 流量池更新失败, appType: {} exception: {}, traceback: {}'.format(
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				|  |  | +            app_type, e, traceback.format_exc()))
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				|  |  | +        send_msg_to_feishu(
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				|  |  | +            webhook=config_.FEISHU_ROBOT['server_robot'].get('webhook'),
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				|  |  | +            key_word=config_.FEISHU_ROBOT['server_robot'].get('key_word'),
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				|  |  | +            msg_text='rov-offline{} - supply 流量池更新失败, appType: {}, exception: {}'.format(config_.ENV_TEXT, app_type, e)
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				|  |  | +        )
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				|  |  | +        return video_info_list
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				|  |  | +
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				|  |  | +
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				|  |  | +def get_data_from_odps(project, sql):
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				|  |  | +    """检查数据是否准备好"""
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				|  |  | +    odps = ODPS(
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				|  |  | +        access_id=config_.ODPS_CONFIG['ACCESSID'],
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				|  |  | +        secret_access_key=config_.ODPS_CONFIG['ACCESSKEY'],
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				|  |  | +        project=project,
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				|  |  | +        endpoint=config_.ODPS_CONFIG['ENDPOINT'],
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				|  |  | +        connect_timeout=3000,
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				|  |  | +        read_timeout=500000,
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				|  |  | +        pool_maxsize=1000,
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				|  |  | +        pool_connections=1000
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				|  |  | +    )
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				|  |  | +
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				|  |  | +    try:
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				|  |  | +        with odps.execute_sql(sql=sql).open_reader() as reader:
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				|  |  | +            data_df = reader.to_pandas()
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				|  |  | +    except Exception as e:
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				|  |  | +        data_df = None
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				|  |  | +    return data_df
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				|  |  | +
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				|  |  | +
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				|  |  | +if __name__ == '__main__':
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				|  |  | +    st_time = time.time()
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				|  |  | +    # 为避免第一个app_type获取数据不全,等待1min
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				|  |  | +    time.sleep(60)
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				|  |  | +    log_.info('supply flow pool predict start...')
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				|  |  | +    # 获取对应流量池id列表
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				|  |  | +    redis_helper = RedisHelper()
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				|  |  | +    flow_pool_abtest_config = redis_helper.get_data_from_redis(key_name=config_.FLOWPOOL_ABTEST_KEY_NAME)
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				|  |  | +    if flow_pool_abtest_config is not None:
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				|  |  | +        flow_pool_abtest_config = json.loads(flow_pool_abtest_config)
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				|  |  | +    else:
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				|  |  | +        flow_pool_abtest_config = {}
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				|  |  | +    flow_pool_id_list = flow_pool_abtest_config.get('supply_flow_set_level', [])
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				|  |  | +    log_.info('supply flow_pool_id_list = {} '.format(flow_pool_id_list))
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				|  |  | +    video_info_list = []
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				|  |  | +    for app_name, app_type in config_.SUPPLY_APP_TYPE.items():
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				|  |  | +        log_.info('{} supply app_type start...'.format(app_name))
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				|  |  | +        video_info_list = get_flow_pool_data(app_type=app_type, video_info_list=video_info_list,
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				|  |  | +                                                 flow_pool_id_list=flow_pool_id_list)
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				|  |  | +        log_.info('{} supply app_type end...'.format(app_name))
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				|  |  | +
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				|  |  | +    # 更新剩余分发数
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				|  |  | +    log_.info(f"supply video_info_list count = {len(video_info_list)}")
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				|  |  | +    get_videos_remain_view_count(video_info_list)
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				|  |  | +    log_.info('supply flow pool predict end...')
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				|  |  | +    log_.info(f"supply expend time = {(time.time() - st_time) * 1000}ms")
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				|  |  | +
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				|  |  | +# python flowpool_data_update_with_level.py    测试环境必须手动执行python 才能有数据
 |