""" author: 方星钧(ffman) description: 清洗6大站点对应的 “ods_brand_analytics” 的表: 排名权重计算,用天补全周/30天/月,存储新增的关键词 table_read_name: ods_brand_analytics table_save_name: ods_st_key table_save_level: ods version: 1.0 created_date: 2022-11-22 updated_date: 2022-11-22 """ import os import sys sys.path.append(os.path.dirname(sys.path[0])) # 上级目录 from pyspark.storagelevel import StorageLevel from utils.templates import Templates # from ..utils.templates import Templates # from AmazonSpider.pyspark_job.utils.templates_test import Templates from pyspark.sql.types import StringType # 分组排序的udf窗口函数 from pyspark.sql.window import Window from pyspark.sql import functions as F import uuid class OdsStKey(Templates): def __init__(self, site_name='us', date_type="month", date_info='2022-1'): super().__init__() self.site_name = site_name self.db_save = f'ods_st_key' self.spark = self.create_spark_object(app_name=f"{self.db_save}: {self.site_name}") self.df_st = self.spark.sql(f"select 1+1;") self.df_st_key = self.spark.sql(f"select 1+1;") self.df_save = self.spark.sql(f"select 1+1;") self.partitions_num = 1 self.reset_partitions(partitions_num=self.partitions_num) self.partitions_by = ['site_name'] def read_data(self): print("1.1 读取ods_brand_analytics表") sql = f"select search_term from ods_brand_analytics where site_name='{self.site_name}' and date_type in ('day', 'week', 'month', 'quarter');" print("sql:", sql) self.df_st = self.spark.sql(sql).cache() self.df_st.show(10, truncate=False) print("1.2 读取ods_st_key表") sql = f"select search_term, 1 as flag from ods_st_key where site_name='{self.site_name}';" print("sql:", sql) self.df_st_key = self.spark.sql(sql).cache() self.df_st_key.show(10, truncate=False) def handle_data(self): self.df_st = self.df_st.drop_duplicates(['search_term']) self.df_st = self.df_st.join( self.df_st_key, on=['search_term'], how='left' ) self.df_st = self.df_st.filter('flag is null') if self.df_st.count() == 0: print("新增关键词数量为0, 退出") quit() window = Window.orderBy( self.df_st.search_term.asc() ) self.df_st = self.df_st.withColumn("st_key", F.row_number().over(window=window)) self.df_st = self.df_st.withColumn("st_key", self.df_st_key.count()+self.df_st.st_key) # self.df_st = self.df_st.withColumn("st_key", F.concat(F.lit("st_"), self.df_st.st_key)) self.df_st.show(10, truncate=False) print("self.df_st新增:", self.df_st.count()) self.df_st = self.df_st.drop("flag") self.df_st = self.df_st.withColumn("site_name", F.lit(self.site_name)) self.df_save = self.df_st if __name__ == '__main__': site_name = sys.argv[1] # 参数1:站点 handle_obj = OdsStKey(site_name=site_name) handle_obj.run()