# -*- coding: utf-8 -*-
import os
import sys
root_dir = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
if root_dir not in sys.path:
sys.path.append(root_dir)
print("******** sys.path ********")
print(sys.path)
from odps import ODPS
from threading import Timer
import threading
from my_utils import RedisHelper, execute_sql_from_odps
from my_config import set_config
from log import Log
import json
from datetime import datetime
from queue import Queue
from tqdm import tqdm
config_, _ = set_config()
log_ = Log()
redis_helper = RedisHelper()
REDIS_PREFIX = "redis:cid_action:"
EXPIRE_TIME = 6 * 3600
def worker(queue, executor):
while True:
row = queue.get()
if row is None: # 结束信号
queue.task_done()
break
executor(row)
queue.task_done()
def records_process_for_list(records, executor, max_size=50, num_workers=10):
# 创建一个线程安全的队列
queue = Queue(maxsize=max_size) # 可以调整 maxsize 以控制内存使用
# 设置线程池大小
num_workers = num_workers
# 启动工作线程
threads = []
for _ in range(num_workers):
t = threading.Thread(target=worker, args=(queue, executor))
t.start()
threads.append(t)
# 读取数据并放入队列
for row in tqdm(records):
queue.put(row)
# 发送结束信号
for _ in range(num_workers):
queue.put(None)
# 等待所有任务完成
queue.join()
# 等待所有工作线程结束
for t in threads:
t.join()
def process_and_store(row):
table_key, json_str = row
key = REDIS_PREFIX + str(table_key)
expire_time = EXPIRE_TIME
redis_helper.set_data_to_redis(key, json_str, expire_time)
def check_data(project, table, date, hour, mm) -> 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={date} hh={hour}】")
check_res = t.exist_partition(partition_spec=f'dt={date},hh={hour},mm={mm}')
if check_res:
sql = f'select * from {project}.{table} where dt = {date} and hh = {hour} and mm = {mm}'
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, date, hour))
data_count = 0
except Exception as e:
log_.error("table:{},date:{},hour:{} no data. return data_count=0,报错原因是:{}".format(table, date, hour, e))
data_count = 0
return data_count
def get_sql(project, table, date, hour, mm):
sql = '''
SELECT cid
,exp
,click
,order
,cpa
FROM {}.{}
WHERE dt = '{}'
and hh = '{}'
and mm = '{}'
'''.format(
project, table, date, hour, mm
)
print("sql:" + sql)
records = execute_sql_from_odps(project=project, sql=sql)
video_list = []
with records.open_reader() as reader:
for record in reader:
key = record['cid']
m = dict()
try:
m["exp"] = record['exp']
except Exception as e:
log_.error(e)
try:
m["click"] = record['click']
except Exception as e:
log_.error(e)
try:
m["order"] = record['order']
except Exception as e:
log_.error(e)
try:
m["cpa"] = record['cpa']
except Exception as e:
log_.error(e)
json_str = json.dumps(m)
video_list.append([key, json_str])
return video_list
def main():
try:
date = sys.argv[1]
hour = sys.argv[2]
# mm = sys.argv[3]
mm = "00"
except Exception as e:
date = datetime.now().strftime('%Y%m%d')
hour = datetime.now().hour
# mm = datetime.now().minute
mm = "00"
log_.info("没有读取到参数,采用系统时间:{}".format(e))
log_.info("使用时间参数-日期:{},小时:{}".format(date, str(hour)))
if hour in ["00", "01"]:
log_.info(f"hour={hour}不执行,直接返回。")
return
# 1 判断上游数据表是否生产完成
project = "loghubods"
table = "alg_ad_feature_cid_action"
table_data_cnt = check_data(project, table, date, hour, mm)
if table_data_cnt == 0:
log_.info("上游数据{}未就绪{}/{},等待...".format(table, date, hour))
Timer(60, main).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
video_list = get_sql(project, table, date, hour, mm)
# 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)
if __name__ == '__main__':
log_.info("开始执行:" + datetime.now().strftime("%Y-%m-%d %H:%M:%S"))
main()
log_.info("完成执行:" + datetime.now().strftime("%Y-%m-%d %H:%M:%S"))
# cd /root/zhangbo/rov-offline
# python alg_ad_feature_01_cid2action_redis.py 20240523 19 00
"""
!!!!!!!!!!!!!!
更改字段:table 表名
REDIS_PREFIX redis的key
EXPIRE_TIME redis的过期时间
sql 各种字段
record 各种字段
if hour in ["00"]: 哪些小时不执行
"""