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()