rov-server/utils.py

import traceback

import requests
import json
import time
import gevent
import pandas as pd
import random
from datetime import datetime
# from db_helper import HologresHelper, RedisHelper, MysqlHelper
from db_helper import RedisHelper, MysqlHelper
from config import set_config
from log import Log

from parameter_update import param_update_risk_rule
from parameter_update import param_update_risk_videos
from parameter_update import param_update_risk_filter_flag

config_ = set_config()
log_ = Log()


def send_msg_to_feishu(msg_text):
    """发送消息到飞书"""
    # webhook地址
    webhook = 'https://open.feishu.cn/open-apis/bot/v2/hook/8de4de35-30ed-4692-8854-7a154e89b2f2'
    # 自定义关键词key_word
    key_word = '服务报警'
    headers = {'Content-Type': 'application/json'}
    payload_message = {
        "msg_type": "text",
        "content": {
            "text": '{}: {}'.format(key_word, msg_text)
        }
    }
    response = requests.request('POST', url=webhook, headers=headers, data=json.dumps(payload_message))
    # print(response.text)


def request_post(request_url, request_data, timeout):
    """
    post 请求 HTTP接口
    :param request_url: 接口URL
    :param request_data: 请求参数
    :param timeout: 超时时间，单位为秒，type-float or tuple(connect_timeout, read_timeout)
    :return: res_data json格式
    """
    try:
        headers = {"Connection": "close"}
        #print(request_url)
        #print(headers)
        response = requests.post(url=request_url, json=request_data, timeout=timeout, headers=headers)
        #print("response:", response)
        if response.status_code == 200:
            res_data = json.loads(response.text)
            return res_data
        else:
            return None
    except Exception as e:
        #print(e)
        log_.error('url: {}, exception: {}, traceback: {}'.format(request_url, e, traceback.format_exc()))
        return None


def request_post_data(request_url, request_data, timeout):
    """
    post 请求 HTTP接口
    :param request_url: 接口URL
    :param request_data: 请求参数
    :param timeout: 超时时间，单位为秒，type-float or tuple(connect_timeout, read_timeout)
    :return: res_data json格式
    """
    try:
        headers = {'content-type': 'application/json'}
        response = requests.post(url=request_url, data=request_data, timeout=timeout, headers=headers)
        #print("response:", response)
        if response.status_code == 200:
            res_data = json.loads(response.text)
            return res_data['outputs']
        else:
            return None
    except Exception as e:
        #print(e)
        log_.error('url: {}, exception: {}, traceback: {}'.format(request_url, e, traceback.format_exc()))
        return None


def request_get(request_url, timeout):
    """
    get 请求 HTTP接口
    :param request_url: 接口URL
    :param timeout: 超时时间，单位为秒，type-float or tuple(connect_timeout, read_timeout)
    :return: res_data json格式
    """
    try:
        response = requests.get(url=request_url, timeout=timeout)
        if response.status_code == 200:
            res_data = json.loads(response.text)
            return res_data
        else:
            return None
    except Exception as e:
        log_.error('url: {}, exception: {}, traceback: {}'.format(request_url, e, traceback.format_exc()))
        return None


def get_user_has30day_return(mid):
    """
    获取用户近30天是否有回流
    :param mid: mid
    :return: data, type
    """
    if not mid:
        return None
    # 获取redis中存储的状态值
    user_key = f"{config_.KEY_NAME_PREFIX_USER_HAS30DAY_RETURN}{mid}"
    redis_helper = RedisHelper()
    data = redis_helper.get_data_from_redis(key_name=user_key)
    if data is not None:
        return int(data)
    else:
        request_url = f"{config_.GET_USER_30DayReturnCnt_URL}{mid}"
        result = request_get(request_url=request_url, timeout=0.1)
        if result is None:
            return None
        if result['code'] != 0:
            return None
        data = result['data']
        if data is True:
            redis_data = 1
        else:
            redis_data = 0
        redis_helper.set_data_to_redis(key_name=user_key, value=redis_data, expire_time=2 * 3600)
        return redis_data


def get_videos_remain_view_count(app_type, videos):
    """
    获取视频在流量池中的剩余可分发数
    :param app_type: 产品标识 type-int
    :param videos: 视频信息 (视频id, 流量池标记) type-list，[{'videoId': video_id, 'flowPool': flow_pool}, ...]
    :return: data type-list，[(video_id, flow_pool, view_count), ...]
             error_flag 错误标记，True为错误
    """
    error_flag = False
    if not videos:
        return [], error_flag

    request_data = {'appType': app_type, 'videos': videos}
    result = request_post(request_url=config_.GET_REMAIN_VIEW_COUNT_URL, request_data=request_data, timeout=(0.1, 1))

    if result is None:
        error_flag = True
        return [], error_flag

    if result['code'] != 0:
        log_.info('获取视频在流量池中的剩余可分发数失败')
        error_flag = True
        return [], error_flag

    data = [(item['videoId'], item['flowPool'], item['distributeCount']) for item in result['data']]
    return data, error_flag


def get_videos_local_distribute_count(video_id, flow_pool):
    """
    获取流量池视频本地分发数
    :param video_id: video_id
    :param flow_pool: 流量池标记
    :return: current_count 本地记录的分发数
    """
    # redis_h = datetime.now().hour
    # if datetime.now().minute >= 30:
    #     redis_h += 0.5
    # key_name = config_.LOCAL_DISTRIBUTE_COUNT_PREFIX + str(redis_h)
    key_name = f'{config_.LOCAL_DISTRIBUTE_COUNT_PREFIX}{video_id}:{flow_pool}'
    redis_helper = RedisHelper()
    # video = '{}-{}'.format(video_id, flow_pool)
    # current_count = redis_helper.get_score_with_value(key_name=key_name, value=video)
    current_count = redis_helper.get_data_from_redis(key_name=key_name)
    if current_count is not None:
        return int(current_count)
    else:
        return None


def update_video_w_h_rate(video_id, key_name):
    """
    获取横屏视频的宽高比，并存入redis中 （width/height>1)
    :param video_id: videoId type-int
    :param key_name: redis key
    :return: None
    """
    # 获取数据
    sql = "SELECT id, width, height, rotate FROM longvideo.wx_video WHERE id = {};".format(video_id)
    mysql_helper = MysqlHelper()
    data = mysql_helper.get_data(sql=sql)
    if len(data) == 0:
        return
    # 更新到redis
    width, height, rotate = int(data[0][1]), int(data[0][2]), int(data[0][3])
    if width == 0 or height == 0:
        return
    if rotate in (90, 270):
        w_h_rate = height / width
    else:
        w_h_rate = width / height
    if w_h_rate > 1:
        info_data = {int(video_id): w_h_rate}
    else:
        return
    redis_helper = RedisHelper()
    # 写入新数据
    if len(info_data) > 0:
        redis_helper.add_data_with_zset(key_name=key_name, data=info_data)


class FilterVideos(object):
    """视频过滤"""
    def __init__(self, request_id, app_type, video_ids, mid='', uid=''):
        """
        初始化
        :param request_id: request_id
        :param app_type: 产品标识 type-int
        :param video_ids: 需过滤的视频列表 type-list
        :param mid: mid type-string
        :param uid: uid type-string
        """
        self.request_id = request_id
        self.app_type = app_type
        self.mid = mid
        self.uid = uid
        self.video_ids = video_ids

    def filter_video_status_h(self, video_ids, rule_key, data_key, ab_code, province_code, key_flag=''):
        """召回小时级更新的视频状态过滤"""
        # 根据Redis缓存中的数据过滤
        redis_helper = RedisHelper()
        # 获取不符合推荐状态的视频
        if ab_code in [code for _, code in config_.AB_CODE['region_rank_by_h'].items()]:
            if key_flag == 'region_24h':
                key_prefix = f"{config_.REGION_H_VIDEO_FILER_24H}{province_code}."
            elif key_flag == 'day_24h':
                key_prefix = f"{config_.H_VIDEO_FILER_24H}{province_code}."
            else:
                key_prefix = f"{config_.REGION_H_VIDEO_FILER}{province_code}."
        elif ab_code in [code for _, code in config_.AB_CODE['rank_by_24h'].items()]:
            key_prefix = config_.H_VIDEO_FILER_24H
        elif key_flag == '24h':
            key_prefix = config_.H_VIDEO_FILER_24H
        else:
            key_prefix = config_.H_VIDEO_FILER
        filter_videos_list = redis_helper.get_data_from_set(
            key_name=f"{key_prefix}{self.app_type}.{data_key}.{rule_key}"
        )
        if not filter_videos_list:
            return video_ids
        filter_videos = [int(video) for video in filter_videos_list]
        filtered_videos = [video_id for video_id in video_ids if video_id not in filter_videos]
        return filtered_videos

    def filter_videos_h(self, rule_key, data_key, ab_code, province_code, key_flag='', pool_type='rov'):
        """召回小时级更新的视频过滤"""
        # 预曝光过滤
        # st_pre = time.time()
        filtered_pre_result = self.filter_video_previewed(self.video_ids)
        # et_pre = time.time()
        # log_.info({
        #     'logTimestamp': int(time.time() * 1000),
        #     'request_id': self.request_id,
        #     'app_type': self.app_type,
        #     'mid': self.mid,
        #     'uid': self.uid,
        #     'operation': 'preview_filter',
        #     'request_videos': self.video_ids,
        #     'preview_filter_result': filtered_pre_result,
        #     'executeTime': (time.time() - st_pre) * 1000
        # })
        if not filtered_pre_result:
            return None

        # 视频状态过滤
        # st_status = time.time()
        filtered_status_result = self.filter_video_status_h(video_ids=filtered_pre_result, rule_key=rule_key,
                                                            data_key=data_key, ab_code=ab_code,
                                                            province_code=province_code, key_flag=key_flag)
        # et_status = time.time()
        # log_.info({
        #     'logTimestamp': int(time.time() * 1000),
        #     'request_id': self.request_id,
        #     'app_type': self.app_type,
        #     'mid': self.mid,
        #     'uid': self.uid,
        #     'operation': 'status_filter',
        #     'request_videos': filtered_pre_result,
        #     'status_filter_result': filtered_status_result,
        #     'executeTime': (time.time() - st_status) * 1000
        # })
        if not filtered_status_result:
            return None

        # 视频已曝光过滤
        st_viewed = time.time()
        filtered_viewed_result = self.filter_video_viewed(video_ids=filtered_status_result)
        # et_viewed = time.time()
        log_.info({
            'logTimestamp': int(time.time() * 1000),
            'pool_type': pool_type,
            'request_id': self.request_id,
            'app_type': self.app_type,
            'mid': self.mid,
            'uid': self.uid,
            'operation': 'view_filter',
            'request_videos': filtered_status_result,
            'view_filter_result': filtered_viewed_result,
            'executeTime': (time.time() - st_viewed) * 1000
        })
        if not filtered_viewed_result:
            return None
        else:
            return [int(video_id) for video_id in filtered_viewed_result]

    def filter_videos(self, pool_type='rov', region_code=None, shield_config=None):
        """视频过滤"""
        # todo: 添加app和region的风险过滤。
        st_viewed = time.time()
        videos_filtered = self.filter_videos_with_risk_video(self.video_ids, self.app_type, region_code)
        # log_.info({
        #     'logTimestamp': int(time.time() * 1000),
        #     'pool_type': "zhangbo-filter-pool_type",
        #     'request_id': self.request_id,
        #     'app_type': self.app_type,
        #     'mid': "zhangbo-filter_videos",
        #     'uid': self.uid,
        #     'operation': 'shield_filter',
        #     'request_videos': self.video_ids,
        #     'shield_filter_result': videos_filtered,
        #     'executeTime': (time.time() - st_viewed) * 1000
        # })
        # 预曝光过滤
        st_pre = time.time()
        filtered_pre_result = self.filter_video_previewed(videos_filtered)
        # print("filtered_pre:", (time.time()-st_pre)*1000)
        # et_pre = time.time()
        # log_.info({
        #     'logTimestamp': int(time.time() * 1000),
        #     'request_id': self.request_id,
        #     'app_type': self.app_type,
        #     'mid': self.mid,
        #     'uid': self.uid,
        #     'operation': 'preview_filter',
        #     'request_videos': self.video_ids,
        #     'preview_filter_result': filtered_pre_result,
        #     'executeTime': (time.time() - st_pre) * 1000
        # })
        if not filtered_pre_result:
            return None

        # 视频状态过滤采用离线定时过滤方案
        # 视频状态过滤
        # st_status = time.time()
        # filtered_status_result = self.filter_video_status(video_ids=filtered_pre_result)
        # et_status = time.time()
        # log_.info('filter by video status: result = {}, execute time = {}ms'.format(
        #     filtered_status_result, (et_status - st_status) * 1000))
        # if not filtered_status_result:
        #     return None

        # 视频已曝光过滤
        st_viewed = time.time()
        filtered_viewed_result = self.filter_video_viewed(video_ids=filtered_pre_result)
        # print("filtered_pre:", (time.time() - st_viewed) * 1000)
        # et_viewed = time.time()
        # log_.info({
        #     'logTimestamp': int(time.time() * 1000),
        #     'pool_type': pool_type,
        #     'request_id': self.request_id,
        #     'app_type': self.app_type,
        #     'mid': self.mid,
        #     'uid': self.uid,
        #     'operation': 'view_filter',
        #     'request_videos': filtered_pre_result,
        #     'view_filter_result': filtered_viewed_result,
        #     'executeTime': (time.time() - st_viewed) * 1000
        # })
        if not filtered_viewed_result:
            return None
        filtered_viewed_videos = [int(video_id) for video_id in filtered_viewed_result]
        return filtered_viewed_videos

        # if pool_type == 'flow' or pool_type=='normal':
        #     # 流量池视频需过滤屏蔽视频
        #     if region_code is None or shield_config is None:
        #         return filtered_viewed_videos
        #     else:
        #         shield_key_name_list = shield_config.get(region_code, None)
        #         if shield_key_name_list is not None:
        #             filtered_shield_video_ids = self.filter_shield_video(
        #                 video_ids=filtered_viewed_videos, shield_key_name_list=shield_key_name_list
        #             )
        #             log_.info({
        #                 'logTimestamp': int(time.time() * 1000),
        #                 'pool_type': pool_type,
        #                 'request_id': self.request_id,
        #                 'app_type': self.app_type,
        #                 'mid': self.mid,
        #                 'uid': self.uid,
        #                 'operation': 'shield_filter',
        #                 'request_videos': filtered_viewed_videos,
        #                 'shield_filter_result': filtered_shield_video_ids,
        #                 'executeTime': (time.time() - st_viewed) * 1000
        #             })
        #             # print("filtered_pre flow:", (time.time() - st_viewed) * 1000)
        #             return filtered_shield_video_ids
        #         else:
        #             return filtered_viewed_videos
        # else:
        #     return filtered_viewed_videos

    def filter_video_previewed(self, video_ids):
        """
        预曝光过滤
        :param video_ids: 需过滤的视频列表 type-list
        :return: filtered_videos  过滤后的列表  type-list
        """
        pre_time = time.time()
        if not self.mid or self.mid == 'null':
            # mid为空时，不做预曝光过滤
            return video_ids
        # 根据Redis缓存中的数据过滤
        redis_helper = RedisHelper()
        # key拼接
        key_name = f"{config_.PREVIEW_KEY_PREFIX}{self.app_type}:{self.mid}"
        #print("key_name:", key_name)
        pe_videos_list = redis_helper.get_data_from_set(key_name)
        #print("pe_videos_list:", pe_videos_list)
        # log_.info('****app_type = {}, mid = {}, uid = {}, pe_videos_list = {}'.format(
        #     self.app_type, self.mid, self.uid, pe_videos_list))
        # log_.info('****app_type = {}, mid = {}, uid = {}, video_ids = {}'.format(
        #     self.app_type, self.mid, self.uid, video_ids))
        if not pe_videos_list:
            return video_ids
        pe_videos = [int(video) for video in pe_videos_list]
        #print("pe_videos:", len(pe_videos))
        filtered_videos = [video_id for video_id in video_ids if video_id not in pe_videos]
        #print(f"pre res: {filtered_videos}\nexecute_time: {(time.time() - pre_time) * 1000}")
        return filtered_videos

    # def filter_video_status(self, video_ids):
    #     """
    #     对视频状态进行过滤
    #     :param video_ids: 视频id列表 type-list
    #     :return: filtered_videos
    #     """
    #     if len(video_ids) == 1:
    #         sql = "set hg_experimental_enable_shard_pruning=off; " \
    #               "SELECT video_id " \
    #               "FROM {} " \
    #               "WHERE audit_status = 5 " \
    #               "AND applet_rec_status IN (1, -6) " \
    #               "AND open_status = 1 " \
    #               "AND payment_status = 0 " \
    #               "AND encryption_status != 5 " \
    #               "AND transcoding_status = 3 " \
    #               "AND video_id IN ({});".format(config_.VIDEO_STATUS, video_ids[0])
    #     else:
    #         sql = "set hg_experimental_enable_shard_pruning=off; " \
    #               "SELECT video_id " \
    #               "FROM {} " \
    #               "WHERE audit_status = 5 " \
    #               "AND applet_rec_status IN (1, -6) " \
    #               "AND open_status = 1 " \
    #               "AND payment_status = 0 " \
    #               "AND encryption_status != 5 " \
    #               "AND transcoding_status = 3 " \
    #               "AND video_id IN {};".format(config_.VIDEO_STATUS, tuple(video_ids))
    #
    #     hologres_helper = HologresHelper()
    #     data = hologres_helper.get_data(sql=sql)
    #     filtered_videos = [int(temp[0]) for temp in data]
    #     return filtered_videos

    def filter_video_viewed(self, video_ids, types=(1, 6,)):
        """
        调用后端接口过滤用户已观看视频
        :param video_ids: 视频id列表 type-list
        :param types: 过滤参数 type-tuple, 默认(1, )
        1-已观看 2-视频状态 3-是否进入老年人社区 4-话题状态 5-推荐状态 6-白名单过滤 7-涉政视频过滤
        :return: filtered_videos
        """
        # 获取对应端的过滤参数types
        types = config_.FILTER_VIEWED_TYPES_CONFIG.get(self.app_type, None)
        if types is None:
            types = config_.FILTER_VIEWED_TYPES_CONFIG.get('other')
        request_data = {"appType": self.app_type,
                        "mid": self.mid,
                        "uid": self.uid,
                        "types": list(types),
                        "videoIds": video_ids}
        # print(request_data)
        # 调用http接口
        result = request_post(request_url=config_.VIDEO_FILTER_URL, request_data=request_data, timeout=(0.1, 1))

        # print("result:", result)
        if result is None:
            # print("result is None")
            # log_.info('过滤失败，types: {}'.format(types))
            return []

        if result['code'] != 0:
            # log_.info('过滤失败，types: {}'.format(types))
            return []

        filtered_videos = result['data']
        return filtered_videos

    def filter_video_viewed_new(self, video_ids):
        """
        调用后端接口过滤用户已观看视频
        :param video_ids: 视频id列表 type-list
        :param types: 过滤参数 type-tuple, 默认(1, )
        1-已观看 2-视频状态 3-是否进入老年人社区 4-话题状态 5-推荐状态 6-白名单过滤 7-涉政视频过滤
        :return: filtered_videos
        """
        # 获取对应端的过滤参数types
        st_time = time.time()
        types = config_.FILTER_VIEWED_TYPES_CONFIG.get(self.app_type, None)
        #print(types)
        if types is None:
            types = config_.FILTER_VIEWED_TYPES_CONFIG.get('other')
        if 6 in types:
            types = list(types)
            types.remove(6)
        #print(types)
        request_data = {"appType": self.app_type,
                        "mid": self.mid,
                        "uid": self.uid,
                        "types": list(types),
                        "videoIds": video_ids}
        # 调用http接口
        result = request_post(request_url=config_.VIDEO_FILTER_URL, request_data=request_data, timeout=(0.1, 1))
        #print(f"view res: {result}\nexecute_time: {(time.time() - st_time) * 1000}")
        if result is None:
            # log_.info('过滤失败，types: {}'.format(types))
            return []

        if result['code'] != 0:
            # log_.info('过滤失败，types: {}'.format(types))
            return []

        filtered_videos = result['data']
        return filtered_videos

    def filter_shield_video(self, video_ids, shield_key_name_list):
        """
        过滤屏蔽视频视频
        :param video_ids: 需过滤的视频列表 type-list
        :param shield_key_name_list: 过滤视频 redis-key
        :return: filtered_videos  过滤后的列表  type-list
        """
        # print("filter_shield_video:", len(filter_shield_video))
        if len(video_ids) == 0:
            return video_ids
        # 根据Redis缓存中的数据过滤
        redis_helper = RedisHelper()
        for shield_key_name in shield_key_name_list:
            video_ids = [
                int(video_id) for video_id in video_ids
                if not redis_helper.data_exists_with_set(key_name=shield_key_name, value=video_id)
            ]
            # shield_videos_list = redis_helper.get_data_from_set(key_name=shield_key_name)
            # if not shield_videos_list:
            #     continue
            # shield_videos = [int(video) for video in shield_videos_list]
            # video_ids = [int(video_id) for video_id in video_ids if int(video_id) not in shield_videos]
        # print("video_ids:", len(video_ids))
        return video_ids

    def new_filter_video(self):
        """视频过滤"""
        # 1. 预曝光过滤
        st_pre = time.time()
        #print("new_filter video_ids:", self.video_ids)
        filtered_pre_result = self.filter_video_previewed(self.video_ids)
        if not filtered_pre_result:
            return None
        # log_.info({
        #      'logTimestamp': int(time.time() * 1000),
        #      'request_id': self.request_id,
        #      'app_type': self.app_type,
        #      'mid': self.mid,
        #      'uid': self.uid,
        #      'operation': 'preview_filter',
        #      'request_videos': self.video_ids,
        #      'preview_filter_result': filtered_pre_result,
        #      'executeTime': (time.time() - st_pre) * 1000
        #  })
        #2. 视频已曝光过滤
        st_viewed = time.time()
        #print("---filtered viewed---")
        #print("filtered_pre_result:",filtered_pre_result)
        filtered_viewed_result = self.filter_video_viewed(video_ids=filtered_pre_result)
        if not filtered_viewed_result:
            return None
        return filtered_viewed_result

    def new_flow_video(self, vid_list, flow_vids_set, region_code, shield_config):
        flow_video_list = []
        normal_video_list = []
        for v_id in vid_list:
            if v_id in flow_vids_set:
                flow_video_list.append(v_id)
            else:
                normal_video_list.append(v_id)
        shield_key_name_list = shield_config.get(region_code, None)
        if shield_key_name_list is not None:
            filtered_shield_video_ids = self.filter_shield_video(
                video_ids=flow_video_list, shield_key_name_list=shield_key_name_list
            )
            return normal_video_list, filtered_shield_video_ids
        else:
            return normal_video_list, flow_video_list

    def filter_movie_religion_video(self, video_ids):
        """过滤白名单视频（影视，宗教）"""
        # 影视 + 宗教: rov.filter.movie.{videoId}
        # 宗教: rov.filter.religion.{videoId}
        st_time = time.time()
        if self.app_type not in [config_.APP_TYPE['WAN_NENG_VIDEO'],
                                 config_.APP_TYPE['LAO_HAO_KAN_VIDEO'],
                                 config_.APP_TYPE['ZUI_JING_QI'],
                                 config_.APP_TYPE['H5']]:
            # 过滤 影视 + 宗教
            keys = [f"rov.filter.movie.{video_id}" for video_id in video_ids]
        elif self.app_type in [config_.APP_TYPE['WAN_NENG_VIDEO'],
                               config_.APP_TYPE['ZUI_JING_QI'],
                               config_.APP_TYPE['H5']]:
            # 过滤 影视 + 宗教
            keys = [f"rov.filter.religion.{video_id}" for video_id in video_ids]
        else:
            #print(f"m_r res: {video_ids}\nexecute_time: {(time.time() - st_time) * 1000}")
            return video_ids
        redis_helper = RedisHelper(redis_info=config_.REDIS_INFO_FILTER)
        filter_videos = []
        for i in range(len(keys)//1000 + 1):
            video_ids_temp = video_ids[i*1000:(i+1)*1000]
            if len(video_ids_temp) == 0:
                break
            mget_res = redis_helper.mget(keys=keys[i*1000:(i+1)*1000])
            filter_videos.extend([int(data) for data in mget_res if data is not None])
        if len(filter_videos) > 0:
            filtered_videos = set(video_ids) - set(filter_videos)
            #print(f"m_r res: {list(filtered_videos)}\nexecute_time: {(time.time() - st_time) * 1000}")
            return list(filtered_videos)
        else:
            #print(f"m_r res: {video_ids}\nexecute_time: {(time.time() - st_time) * 1000}")
            return video_ids

    def filter_videos_new(self, region_code=None, shield_config=None, flow_set=None):
        """视频过滤"""
        # 预曝光过滤
        st_pre = time.time()
        #print("self.video_ids:", len(self.video_ids))
        filtered_pre_result = self.filter_video_previewed(self.video_ids)
        if not filtered_pre_result:
            return None
        #print("filtered_pre_result:", len(filtered_pre_result))
        #print(filtered_pre_result)
        # 视频已曝光过滤/白名单过滤
        st_viewed = time.time()
        t = [
            gevent.spawn(self.filter_video_viewed_new, filtered_pre_result),
            gevent.spawn(self.filter_movie_religion_video, filtered_pre_result)]
        gevent.joinall(t)
        filtered_result_list = [i.get() for i in t]
        #print("filtered_result_list1:",filtered_result_list[0])
        #print("filtered_result_list2:",filtered_result_list[1])
        filtered_viewed_set = set('')
        for i in filtered_result_list[0]:
            filtered_viewed_set.add(int(i))
        filter_video_set =set('')
        for j in filtered_result_list[1]:
            filter_video_set.add(int(j))
        filtered_viewed_result = list(filtered_viewed_set & filter_video_set)
        #print(f"view&m_r res: {filtered_viewed_result}\nexecute_time: {(time.time() - st_viewed) * 1000}")
        #print("filtered:",len(filtered_viewed_result))
        if not filtered_viewed_result:
            return None
        filtered_viewed_videos = [int(video_id) for video_id in filtered_viewed_result]
        #print("result:", filtered_viewed_videos)
        if flow_set is None:
            return  filtered_viewed_videos
        else:
            # 流量池视频需过滤屏蔽视频
            if region_code is None or shield_config is None:
                return filtered_viewed_videos
            else:
                normal_recall_ids = []
                left_flow_ids = []
                for vid in filtered_viewed_videos:
                    if vid in flow_set:
                        left_flow_ids.append(vid)
                    else:
                        normal_recall_ids.append(vid)
                shield_key_name_list = shield_config.get(region_code, None)
                if shield_key_name_list is not None:
                    filtered_shield_video_ids = self.filter_shield_video(
                       video_ids=left_flow_ids, shield_key_name_list=shield_key_name_list
                    )
                    return normal_recall_ids+filtered_shield_video_ids
                else:
                    return filtered_viewed_videos



    def filter_videos_status(self, pool_type='rov', region_code=None, shield_config=None):
        """视频过滤"""
        # todo: 添加app和region的风险过滤。
        st_viewed = time.time()
        videos_filtered = self.filter_videos_with_risk_video(self.video_ids, self.app_type, region_code)
        # log_.info({
        #     'logTimestamp': int(time.time() * 1000),
        #     'pool_type': "zhangbo-filter-pool_type",
        #     'request_id': self.request_id,
        #     'app_type': self.app_type,
        #     'mid': "zhangbo-filter_videos_status",
        #     'uid': self.uid,
        #     'operation': 'shield_filter',
        #     'request_videos': self.video_ids,
        #     'shield_filter_result': videos_filtered,
        #     'executeTime': (time.time() - st_viewed) * 1000
        # })
        # 预曝光过滤
        st_pre = time.time()
        filtered_pre_result = self.filter_video_previewed(videos_filtered)
        # print("filtered_pre:", (time.time()-st_pre)*1000)
        # et_pre = time.time()
        # log_.info({
        #     'logTimestamp': int(time.time() * 1000),
        #     'request_id': self.request_id,
        #     'app_type': self.app_type,
        #     'mid': self.mid,
        #     'uid': self.uid,
        #     'operation': 'preview_filter',
        #     'request_videos': self.video_ids,
        #     'preview_filter_result': filtered_pre_result,
        #     'executeTime': (time.time() - st_pre) * 1000
        # })
        if not filtered_pre_result:
            return None

        # 视频状态过滤采用离线定时过滤方案
        # 视频状态过滤
        # st_status = time.time()
        # filtered_status_result = self.filter_video_status(video_ids=filtered_pre_result)
        # et_status = time.time()
        # log_.info('filter by video status: result = {}, execute time = {}ms'.format(
        #     filtered_status_result, (et_status - st_status) * 1000))
        # if not filtered_status_result:
        #     return None

        # 视频已曝光过滤
        st_viewed = time.time()
        filtered_viewed_result = self.filter_video_viewed_status(video_ids=filtered_pre_result)
        # print("filtered_pre:", (time.time() - st_viewed) * 1000)
        # et_viewed = time.time()
        # log_.info({
        #     'logTimestamp': int(time.time() * 1000),
        #     'pool_type': pool_type,
        #     'request_id': self.request_id,
        #     'app_type': self.app_type,
        #     'mid': self.mid,
        #     'uid': self.uid,
        #     'operation': 'view_filter',
        #     'request_videos': filtered_pre_result,
        #     'view_filter_result': filtered_viewed_result,
        #     'executeTime': (time.time() - st_viewed) * 1000
        # })
        if not filtered_viewed_result:
            return None
        filtered_viewed_videos = [int(video_id) for video_id in filtered_viewed_result]
        return filtered_viewed_videos

        # if pool_type == 'flow' or pool_type=='normal':
        #     # 流量池视频需过滤屏蔽视频
        #     if region_code is None or shield_config is None:
        #         return filtered_viewed_videos
        #     else:
        #         shield_key_name_list = shield_config.get(region_code, None)
        #         if shield_key_name_list is not None:
        #             filtered_shield_video_ids = self.filter_shield_video(
        #                 video_ids=filtered_viewed_videos, shield_key_name_list=shield_key_name_list
        #             )
        #             log_.info({
        #                 'logTimestamp': int(time.time() * 1000),
        #                 'pool_type': pool_type,
        #                 'request_id': self.request_id,
        #                 'app_type': self.app_type,
        #                 'mid': self.mid,
        #                 'uid': self.uid,
        #                 'operation': 'shield_filter',
        #                 'request_videos': filtered_viewed_videos,
        #                 'shield_filter_result': filtered_shield_video_ids,
        #                 'executeTime': (time.time() - st_viewed) * 1000
        #             })
        #             # print("filtered_pre flow:", (time.time() - st_viewed) * 1000)
        #             return filtered_shield_video_ids
        #         else:
        #             return filtered_viewed_videos
        # else:
        #     return filtered_viewed_videos
    def filter_video_viewed_status(self, video_ids, types=(1, 6,)):
        """
                   调用后端接口过滤用户已观看视频
                   :param video_ids: 视频id列表 type-list
                   :param types: 过滤参数 type-tuple, 默认(1, )
                   1-已观看 2-视频状态 3-是否进入老年人社区 4-话题状态 5-推荐状态 6-白名单过滤 7-涉政视频过滤
                   :return: filtered_videos
                   """
        # 获取对应端的过滤参数types
        types = config_.FILTER_VIEWED_TYPES_CONFIG.get(self.app_type, None)
        if types is None:
            types = config_.FILTER_VIEWED_TYPES_CONFIG.get('other')
        types = list(types)
        types.append(2)
        request_data = {"appType": self.app_type,
                        "mid": self.mid,
                        "uid": self.uid,
                        "types": types,
                        "videoIds": video_ids}
        # print(request_data)
        # 调用http接口
        result = request_post(request_url=config_.VIDEO_FILTER_URL, request_data=request_data, timeout=(0.1, 1))

        # print("result:", result)
        if result is None:
            # print("result is None")
            # log_.info('过滤失败，types: {}'.format(types))
            return []

        if result['code'] != 0:
            # log_.info('过滤失败，types: {}'.format(types))
            return []

        filtered_videos = result['data']
        return filtered_videos

    def filter_videos_with_risk_video(self, video_ids, app_type, region_code):
        # 0 用一个开关控制，是否过滤生效。 便于回滚功能。
        flag = param_update_risk_filter_flag()
        if not flag:
            return video_ids[0: min(20, len(video_ids))]
        # 1 判断是否过滤,不展示的app+区域列表,-1必须过滤
        app_region_filtered = param_update_risk_rule()
        if app_type in app_region_filtered.keys():
            if_filtered = False
            if region_code in app_region_filtered[app_type]:
                if_filtered = True
        else:
            if_filtered = True
        if region_code == -1:
            if_filtered = True
        if not if_filtered:
            return video_ids[0: min(20, len(video_ids))]
        # 2 确认过滤，获取风险video列表param_update_risk_videos
        videos_with_risk = param_update_risk_videos()
        # 3 过滤 返回结果
        video_ids_new = [i for i in video_ids if i not in videos_with_risk]
        # print(flag)
        # print(app_region_filtered)
        # print(video_ids)
        # print(app_type)
        # print(region_code)
        # print(videos_with_risk)
        # print(video_ids_new)
        # print(len(video_ids))
        # print(len(video_ids_new))
        return video_ids_new[0: min(20, len(video_ids_new))]

if __name__ == '__main__':
    user = [
        ('weixin_openid_o0w175fDc8pNnywrYN49E341tKfI', ''),
        ('weixin_openid_o0w175YwC3hStzcR5DAQdbgzdMeI', ''),
        ('weixin_openid_o0w175ftZDl6VJVDx9la3WVPh7mU', '15900461'),
        ('weixin_openid_o0w175SPqpCVRcp7x1XvnX4qpIvI', '19659040'),
        ('weixin_openid_o0w175cOnguapyWIrDrHkOWl4oFQ', '31210128'),
        ('weixin_openid_o0w175UXYId-o71e1Q3SOheYNteQ', '33099722'),
        ('weixin_openid_o0w175QQ5b42AtOe50bchrFgcttA', ''),
        ('weixin_openid_o0w175bgaPlfLsp3YLDKWqLWtXX8', '35371534'),
        ('weixin_openid_o0w175eRpvbmV6nOhM1VTyyLICWA', '30488803'),
        ('weixin_openid_o0w175TZYvG47pQkOjyJFoxQuqsw', '')
    ]
    video_df = pd.read_csv('./data/videoids.csv')
    videoid_list = video_df['videoid'].tolist()
    for mid, uid in user:
        video_ids = random.sample(videoid_list, 1000)
        start_time = time.time()
        filter_ = FilterVideos(request_id=f'{mid} - {uid}', app_type=0, mid=mid, uid=uid, video_ids=video_ids)
        res = filter_.filter_videos_new()
        print(f"res: {res}\nexecute_time: {(time.time() - start_time) * 1000}")
    # filter_.filter_video_status(video_ids=[1, 3, 5])

    # videos = [{'videoId': 9034659, 'flowPool': '3#11#3#1637824188547'}, {'videoId': 9035052, 'flowPool': '3#11#3#1637824172827'}]
    # res = get_videos_remain_view_count(4, videos)
    # print(res)

    # text = '测试 @李倩'
    # send_msg_to_feishu(text)

    # update_video_w_h_rate(video_id=113, key_name='')

    # mid = "weixin_openid_obHDW5c4g3aULfCWh-68LcUSxCB"
    # request_url = f"{config_.GET_USER_30DayReturnCnt_URL}{mid}"
    # res = request_get(request_url=request_url, timeout=100)
    # res = get_user_has30day_return(mid=mid)
    # print(res, type(res))