rov-offline/ad_arpu_update.py

import datetime
import json
import time
import traceback
from threading import Timer
from utils import RedisHelper, data_check, get_feature_data, send_msg_to_feishu
from config import set_config
from log import Log
config_, _ = set_config()
log_ = Log()
redis_helper = RedisHelper()

features = [
    'dt',
    'dau',
    'ad_own_view',  # 自营广告曝光次数
    'ad_vx_view',  # 微信广告曝光次数
]


def update_ad_arpu(project, table, dt):
    """更新上一周期的arpu值到redis中"""
    user_group_initial_df = get_feature_data(project=project, table=table, features=features, dt=dt)
    user_group_initial_df['dau'].fillna(0, inplace=True)
    user_group_initial_df['ad_own_view'].fillna(0, inplace=True)
    user_group_initial_df['ad_vx_view'].fillna(0, inplace=True)
    user_group_initial_df['dau'] = user_group_initial_df['dau'].astype(int)
    user_group_initial_df['ad_own_view'] = user_group_initial_df['ad_own_view'].astype(int)
    user_group_initial_df['ad_vx_view'] = user_group_initial_df['ad_vx_view'].astype(int)
    dau = user_group_initial_df['dau'][0]
    if dau == 0:
        log_.info(f"数据异常，dau = {dau}")
        return
    ad_own_view = user_group_initial_df['ad_own_view'][0]
    ad_vx_view = user_group_initial_df['ad_vx_view'][0]
    ecpm = redis_helper.get_data_from_redis(key_name=config_.KEY_NAME_AD_ECPM)
    if ecpm is None:
        return
    ecpm = json.loads(ecpm)
    own_ecpm = ecpm.get('own', 0)
    vx_ecpm = ecpm.get('weixin', 0)
    if own_ecpm == 0 and vx_ecpm == 0:
        return
    # 计算上一周期广告收入
    income = ad_own_view * float(own_ecpm) / 1000 + ad_vx_view * float(vx_ecpm) / 1000
    # 计算上一周期arpu
    arpu = income / dau
    arpu = round(arpu, 4)
    # 写入redis
    if arpu >= 0:
        redis_helper.set_data_to_redis(key_name=config_.KEY_NAME_AD_ARPU, value=arpu)
        redis_helper.persist_key(key_name=config_.KEY_NAME_AD_ARPU)
        data = {
            'dau': dau,
            'ad_own_view': ad_own_view,
            'ad_vx_view': ad_vx_view,
            'ecpm': ecpm,
            'own_ecpm': own_ecpm,
            'vx_ecpm': vx_ecpm,
            'income': income,
            'arpu': arpu
        }
        log_.info(f"data = {data}")
        log_.info(f"update arpu finished!")


def timer_check(dt):
    try:
        project = 'loghubods'
        # table = 'dau_ad_view_hour'
        table = 'dau_ad_view_per_5min'
        now_min = datetime.datetime.now().minute
        log_.info(f"now_min: {now_min}")
        # 查看当前更新的数据是否已准备好
        data_count = data_check(project=project, table=table, dt=dt)
        if data_count > 0:
            # 数据准备好，进行更新
            update_ad_arpu(project=project, table=table, dt=dt)
            log_.info(f"ad arpu update end!")
        elif now_min % 5 > 1:
            log_.info('数据未准备好！')
            return
        else:
            # 数据没准备好，1分钟后重新检查
            Timer(60, timer_check, (dt,)).start()

    except Exception as e:
        log_.error(f"新策略 -- arpu值更新失败, exception: {e}, traceback: {traceback.format_exc()}")
        send_msg_to_feishu(
            webhook=config_.FEISHU_ROBOT['server_robot'].get('webhook'),
            key_word=config_.FEISHU_ROBOT['server_robot'].get('key_word'),
            msg_text=f"rov-offline{config_.ENV_TEXT} - 新策略 -- arpu值更新失败\n"
                     f"exception: {e}\n"
                     f"traceback: {traceback.format_exc()}"
        )


if __name__ == '__main__':
    now_date = datetime.datetime.today()
    # dt_min = datetime.datetime.now().minute
    # log_.info(f"dt_min: {dt_min}")
    dt = datetime.datetime.strftime(now_date - datetime.timedelta(minutes=5), '%Y%m%d%H%M')
    dt = f"{dt}00"
    log_.info(f"now_date: {dt}")
    timer_check(dt=dt)