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import os
import sys
sys.path.append(os.path.dirname(sys.path[0]))
from utils.common_util import CommonUtil, DateTypes
from utils.hdfs_utils import HdfsUtils
from utils.spark_util import SparkUtil
from pyspark.sql.window import Window
from pyspark.sql import functions as F
class DimAsinBuyData(object):
def __init__(self, site_name):
self.site_name = site_name
app_name = f"{self.__class__.__name__}:{site_name}"
self.spark = SparkUtil.get_spark_session(app_name)
self.hive_table = "dim_asin_buy_data"
self.hdfs_path = f"/home/{SparkUtil.DEF_USE_DB}/dim/{self.hive_table}/site_name={self.site_name}"
self.partitions_num = CommonUtil.reset_partitions(site_name, 10)
self.df_asin_buy_data = self.spark.sql(f"select 1+1;")
self.df_save = self.spark.sql(f"select 1+1;")
def run(self):
# 读取ods_other_search_term_data
sql = f"""
select
asin,buy_data,updated_time
from ods_other_search_term_data
where site_name = '{self.site_name}'
and date_type = 'month';
"""
print(sql)
self.df_asin_buy_data = self.spark.sql(sqlQuery=sql).cache()
# 去重保留每个asin的最新记录
window = Window.partitionBy(self.df_asin_buy_data.asin).orderBy(
self.df_asin_buy_data.updated_time.desc_nulls_last()
)
self.df_asin_buy_data = self.df_asin_buy_data.withColumn("rk", F.row_number().over(window=window))
self.df_asin_buy_data = self.df_asin_buy_data.filter("rk=1")
# 补全字段
self.df_save = self.df_asin_buy_data.select(
F.col('asin'),
F.col('buy_data'),
F.date_format(F.current_timestamp(), 'yyyy-MM-dd HH:mm:SS').alias('created_time'),
F.date_format(F.current_timestamp(), 'yyyy-MM-dd HH:mm:SS').alias('updated_time'),
F.lit(self.site_name).alias("site_name")
)
self.df_save = self.df_save.repartition(self.partitions_num)
partition_by = ["site_name"]
print(f"清除hdfs目录中.....{self.hdfs_path}")
HdfsUtils.delete_file_in_folder(self.hdfs_path)
print(f"当前存储的表名为：{self.hive_table},分区为{partition_by}")
self.df_save.write.saveAsTable(name=self.hive_table, format='hive', mode='append', partitionBy=partition_by)
print("success")
if __name__ == '__main__':
site_name = CommonUtil.get_sys_arg(1, None)
obj = DimAsinBuyData(site_name)
obj.run()