import os import sys os.environ["PYARROW_IGNORE_TIMEZONE"] = "1" 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 from pyspark.sql.window import Window class DimAsinImgInfo(Templates): def __init__(self, site_name='us'): super().__init__() self.site_name = site_name self.db_save = f'dim_asin_img_info' self.spark = self.create_spark_object(app_name=f"{self.db_save}: {self.site_name}") self.df_asin_img = self.spark.sql(f"select 1+1;") self.df_save = self.spark.sql(f"select 1+1;") self.partitions_by = ['site_name'] self.reset_partitions(100) def read_data(self): sql = f"select asin, img_url as asin_img_url, date_info " \ f"from ods_asin_detail where site_name='{self.site_name}' and date_type='week';" print("sql:", sql) self.df_asin_img = self.spark.sql(sql).cache() self.df_asin_img.show(10, truncate=False) def handle_data(self): self.df_asin_img = self.df_asin_img.filter("asin_img_url is not null") self.df_asin_img = self.df_asin_img.filter(self.df_asin_img.asin_img_url.contains('amazon')) # 保留包含amazon的字符串记录 window = Window.partitionBy('asin').orderBy(F.desc('date_info')) # 按照 date_info 列进行分区,并按照 date 列进行排序 self.df_asin_img = self.df_asin_img.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_asin_img = self.df_asin_img.filter(self.df_asin_img.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_asin_img = self.df_asin_img.withColumn("asin_trun_1", F.substring(self.df_asin_img.asin, 1, 1)) self.df_asin_img = self.df_asin_img.withColumn("asin_trun_2", F.substring(self.df_asin_img.asin, 1, 2)) self.df_asin_img = self.df_asin_img.withColumn("asin_trun_3", F.substring(self.df_asin_img.asin, 1, 3)) self.df_asin_img = self.df_asin_img.withColumn("asin_trun_4", F.substring(self.df_asin_img.asin, 1, 4)) self.df_asin_img = self.df_asin_img.withColumn("asin_trun_5", F.substring(self.df_asin_img.asin, 1, 5)) self.df_asin_img = self.df_asin_img.withColumn("asin_trun_6", F.substring(self.df_asin_img.asin, 1, 6)) self.df_asin_img = self.df_asin_img.withColumn("asin_trun_7", F.substring(self.df_asin_img.asin, 1, 7)) self.df_asin_img = self.df_asin_img.withColumn("asin_trun_8", F.substring(self.df_asin_img.asin, 1, 8)) self.df_asin_img = self.df_asin_img.withColumn("asin_trun_9", F.substring(self.df_asin_img.asin, 1, 9)) self.df_asin_img = self.df_asin_img.withColumn( "asin_img_path", F.concat( F.lit("/"), self.df_asin_img.asin_trun_1, F.lit("/"), self.df_asin_img.asin_trun_2, F.lit("/"), self.df_asin_img.asin_trun_3, F.lit("/"), self.df_asin_img.asin_trun_4, F.lit("/"), self.df_asin_img.asin_trun_5, F.lit("/"), self.df_asin_img.asin_trun_6, F.lit("/") ) ) self.df_asin_img = self.df_asin_img.withColumn("state", F.lit(1)) self.df_asin_img = self.df_asin_img.withColumn("site_name", F.lit(self.site_name)) self.df_save = self.df_asin_img self.df_save.show(10, truncate=False) if __name__ == '__main__': site_name = sys.argv[1] # 参数1:站点 handle_obj = DimAsinImgInfo(site_name=site_name) handle_obj.run()