rov-offline/alg_recsys_rank_item_realtime_1day.py

# -*- coding: utf-8 -*-
import traceback
import datetime
from odps import ODPS
from threading import Timer
from my_utils import RedisHelper, get_data_from_odps, send_msg_to_feishu
from my_config import set_config
from log import Log
from alg_recsys_recall_4h_region_trend import records_process_for_list
import json
from datetime import datetime, timedelta
import sys
from my_utils import execute_sql_from_odps


config_, _ = set_config()
log_ = Log()
redis_helper = RedisHelper()

REDIS_PREFIX = "item_rt_fea_1day_"


def process_and_store(row):
    video_id, json_str = row
    key = REDIS_PREFIX + str(video_id)
    expire_time = 24 * 3600
    redis_helper.set_data_to_redis(key, json_str, expire_time)
    # log_.info("video写入数据key={},value={}".format(key, json_str))


def check_data(project, table, partition) -> int:
    """检查数据是否准备好,输出数据条数"""
    odps = ODPS(
        access_id=config_.ODPS_CONFIG['ACCESSID'],
        secret_access_key=config_.ODPS_CONFIG['ACCESSKEY'],
        project=project,
        endpoint=config_.ODPS_CONFIG['ENDPOINT'],
        connect_timeout=3000,
        read_timeout=500000,
        pool_maxsize=1000,
        pool_connections=1000
    )
    try:
        t = odps.get_table(name=table)
        log_.info(f"检查分区是否存在-【 dt={partition} 】")
        check_res = t.exist_partition(partition_spec=f'dt={partition}')
        if check_res:
            sql = f'select * from {project}.{table} where dt = {partition}'
            log_.info(sql)
            with odps.execute_sql(sql=sql).open_reader() as reader:
                data_count = reader.count
        else:
            log_.info("表{}分区{}不存在".format(table, partition))
            data_count = 0
    except Exception as e:
        log_.error("table:{},partition:{} no data. return data_count=0:{}".format(
            table, partition, e))
        data_count = 0
    return data_count


def get_sql(date, previous_date_str, project):
    sql = '''
    SELECT  videoid
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",view_pv))) AS view_pv_list_1day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",view_uv))) AS view_uv_list_1day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",play_pv))) AS play_pv_list_1day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",play_uv))) AS play_uv_list_1day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",share_pv))) AS share_pv_list_1day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",share_uv))) AS share_uv_list_1day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",return_uv))) AS return_uv_list_1day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",p_view_uv))) AS p_view_uv_list_1day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",p_view_pv))) AS p_view_pv_list_1day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",p_return_uv))) AS p_return_uv_list_1day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",2day_share_uv))) AS share_uv_list_2day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",2day_share_pv))) AS share_pv_list_2day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",3day_share_uv))) AS share_uv_list_3day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",3day_share_pv))) AS share_pv_list_3day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",1day_sharedepth_max_avg))) AS sharedepth_max_avg_list_1day
            ,CONCAT_WS(',',COLLECT_LIST(CONCAT(dt,":",1day_sharewidth_max_avg))) AS sharewidth_max_avg_list_1day
    FROM    (
                SELECT  videoid
                        ,dt
                        ,SUM(view次数) AS view_pv
                        ,SUM(view人数) AS view_uv
                        ,SUM(play次数) AS play_pv
                        ,SUM(play人数) AS play_uv
                        ,SUM(share次数) AS share_pv
                        ,SUM(share人数) AS share_uv
                        ,SUM(回流人数) AS return_uv
                        ,SUM(platform_view) AS p_view_uv
                        ,SUM(platform_view_total) AS p_view_pv
                        ,SUM(platform_return) AS p_return_uv
                        ,SUM(lasttwodays_share) AS 2day_share_uv
                        ,SUM(lasttwodays_share_total) AS 2day_share_pv
                        ,SUM(lastthreedays_share) AS 3day_share_uv
                        ,SUM(lastthreedays_share_total) AS 3day_share_pv
                        ,SUM(sharedepth_max_avg) AS 1day_sharedepth_max_avg
                        ,SUM(sharewidth_max_avg) AS 1day_sharewidth_max_avg
                FROM    loghubods.video_data_each_hour_dataset_24h_total_apptype
                WHERE   dt <= '{}23'
                AND     dt >= '{}00'
                GROUP BY videoid
                         ,dt
            ) 
    GROUP BY videoid
    '''.format(date, previous_date_str)
    print("sql:" + sql)
    records = execute_sql_from_odps(project=project, sql=sql)
    video_list = []
    with records.open_reader() as reader:
        for record in reader:
            video_id = record['videoid']
            m = dict()
            try:
                m["view_pv_list_1day"] = record['view_pv_list_1day']
            except Exception as e:
                log_.error(e)
            try:
                m["view_uv_list_1day"] = record['view_uv_list_1day']
            except Exception as e:
                log_.error(e)
            try:
                m["play_pv_list_1day"] = record['play_pv_list_1day']
            except Exception as e:
                log_.error(e)
            try:
                m["play_uv_list_1day"] = record['play_uv_list_1day']
            except Exception as e:
                log_.error(e)
            try:
                m["share_pv_list_1day"] = record['share_pv_list_1day']
            except Exception as e:
                log_.error(e)
            try:
                m["share_uv_list_1day"] = record['share_uv_list_1day']
            except Exception as e:
                log_.error(e)
            try:
                m["return_uv_list_1day"] = record['return_uv_list_1day']
            except Exception as e:
                log_.error(e)
            try:
                m["p_view_pv_list_1day"] = record['p_view_pv_list_1day']
            except Exception as e:
                log_.error(e)
            try:
                m["p_view_uv_list_1day"] = record['p_view_uv_list_1day']
            except Exception as e:
                log_.error(e)
            try:
                m["p_return_uv_list_1day"] = record['p_return_uv_list_1day']
            except Exception as e:
                log_.error(e)
            try:
                m["sharedepth_max_avg_list_1day"] = record['sharedepth_max_avg_list_1day']
            except Exception as e:
                log_.error(e)
            try:
                m["sharewidth_max_avg_list_1day"] = record['sharewidth_max_avg_list_1day']
            except Exception as e:
                log_.error(e)
            json_str = json.dumps(m)
            video_list.append([video_id, json_str])
    return video_list


def h_timer_check():
    try:
        date = sys.argv[1]
        hour = sys.argv[2]
    except Exception as e:
        now_date = datetime.today()
        date = datetime.strftime(now_date, '%Y%m%d')
        hour = datetime.now().hour
        log_.info("没有读取到参数，采用系统时间,报错info：{}".format(e))
    # 1 判断上游数据表是否生产完成
    project = "loghubods"
    table = "video_data_each_hour_dataset_24h_total_apptype"
    partition = str(date) + str(hour)
    table_data_cnt = check_data(project, table, partition)
    if table_data_cnt == 0:
        log_.info("上游数据{}未就绪{}，等待...".format(table, partition))
        Timer(60, h_timer_check).start()
    else:
        log_.info("上游数据就绪，count={}，开始读取数据表".format(table_data_cnt))
        # 2 读取数据表 处理特征
        previous_date_str = (datetime.strptime(
            date, "%Y%m%d") - timedelta(days=1)).strftime("%Y%m%d")
        video_list = get_sql(date, previous_date_str, project)
        # 3 写入redis
        log_.info("video的数据量:{}".format(len(video_list)))
        records_process_for_list(
            video_list, process_and_store, max_size=50, num_workers=8)

        redis_helper.set_data_to_redis(
            REDIS_PREFIX + "partition", partition, 24 * 3600)


if __name__ == '__main__':
    log_.info("开始执行:" + datetime.now().strftime("%Y-%m-%d %H:%M:%S"))
    h_timer_check()
    log_.info("完成执行:" + datetime.now().strftime("%Y-%m-%d %H:%M:%S"))


# cd /root/zhangbo/rov-offline
# python alg_recsys_rank_item_realtime_1day.py 20240117 20