""" author: 方星钧(ffman) description: 清洗6大站点对应的 “ods_brand_analytics” 的表中的关键词对应的year_week关系,并且支持排序(目前只有周) table_read_name: ods_brand_analytics table_save_name: dim_st_year_week table_save_level: dim version: 2.0 created_date: 2022-05-05 updated_date: 2022-12-14 """ import os import sys from pyspark.sql import Window sys.path.append(os.path.dirname(sys.path[0])) # 上级目录 from utils.templates import Templates # from ..utils.templates import Templates from pyspark.sql import functions as F class DimStYearWeek(Templates): def __init__(self, site_name='us', date_type="week", date_info='2022-01'): super().__init__() self.site_name = site_name self.date_type = date_type self.date_info = date_info self.db_save = f'dim_st_year_{self.date_type}' self.spark = self.create_spark_object(app_name=f"{self.db_save}: {self.site_name}, {self.date_info}") self.df_save = self.spark.sql(f"select 1+1;") self.df_st = self.spark.sql(f"select 1+1;") self.df_st_key = self.spark.sql(f"select 1+1;") self.partitions_by = ['site_name'] self.reset_partitions(20) def read_data(self): sql = f"select search_term, date_info as year_week, site_name from ods_brand_analytics where site_name='{self.site_name}' and date_type='{self.date_type}';" print("sql:", sql) self.df_st = self.spark.sql(sqlQuery=sql) self.df_st.cache() sql = f"select search_term, st_key from ods_st_key where site_name='{self.site_name}';" print("sql:", sql) self.df_st_key = self.spark.sql(sqlQuery=sql) self.df_st_key.cache() def handle_data(self): window = Window.partitionBy(['search_term']).orderBy(self.df_st.year_week.desc()) self.df_st = self.df_st.withColumn( "row_number", F.row_number().over(window) ) self.df_st = self.df_st.withColumn('row_number', F.row_number().over(window)) # 使用窗口函数为每个分区的行编号 self.df_st = self.df_st.filter(self.df_st.row_number == 1).drop( 'row_number') # 只保留每个分区中 row_number 最大的行,并删除 row_number 列 self.df_save = self.df_st.join( self.df_st_key, on='search_term', how='left' ) self.df_save.show(10, truncate=False) if __name__ == '__main__': site_name = sys.argv[1] # 参数1:站点 date_type = sys.argv[2] # 参数2:类型:week/4_week/month/quarter date_info = sys.argv[3] # 参数3:年-周/年-月/年-季, 比如: 2022-1 handle_obj = DimStYearWeek(site_name=site_name, date_type=date_type, date_info=date_info) handle_obj.run()