import os import sys sys.path.append(os.path.dirname(sys.path[0])) # 上级目录 from utils.hdfs_utils import HdfsUtils from utils.spark_util import SparkUtil from utils.templates import Templates from pyspark.sql import functions as F, Window class DwtTitleMatchingDegree(Templates): def __init__(self, site_name='us', date_type="month", date_info='2023-01'): super().__init__() self.site_name = site_name self.date_type = date_type self.date_info = date_info self.db_save = f'dwt_title_matching_degree' self.spark = self.create_spark_object( app_name=f"{self.db_save}: {self.site_name}, {self.date_type}, {self.date_info}") self.reset_partitions(partitions_num=5) self.partitions_by = ['site_name', 'date_type', 'date_info'] self.df_dwd = self.spark.sql(f"select 1+1;") self.df_save = self.spark.sql(f"select 1+1;") def read_data(self): # 读取dwd_title_matching_degree sql = f""" select asin, asin_title, search_term, contains_flag from dwd_title_matching_degree where site_name = '{self.site_name}' and date_type = '{self.date_type}' and date_info = '{self.date_info}'; """ print(sql) self.df_dwd = self.spark.sql(sqlQuery=sql).cache() def handle_data(self): hdfs_path = f"/home/{SparkUtil.DEF_USE_DB}/dwt/{self.db_save}/site_name={self.site_name}/date_type={self.date_type}/date_info={self.date_info}" print(f"清除hdfs目录中.....{hdfs_path}") HdfsUtils.delete_hdfs_file(hdfs_path) # 按照asin分区统计asin的数量 window = Window.partitionBy("asin") self.df_dwd = self.df_dwd.withColumn("asin_count", F.count("asin").over(window)) # 统计每个asin中,flag为1的数量 self.df_dwd = self.df_dwd.withColumn("contains_count", F.sum("contains_flag").over(window)) self.df_dwd = self.df_dwd.withColumn("proportion", F.round(F.col("contains_count") / F.col("asin_count"), 4)) self.df_dwd = self.df_dwd.withColumn("site_name", F.lit(self.site_name)) self.df_dwd = self.df_dwd.withColumn("date_type", F.lit(self.date_type)) self.df_dwd = self.df_dwd.withColumn("date_info", F.lit(self.date_info)) self.df_save = self.df_dwd if __name__ == '__main__': site_name = sys.argv[1] date_type = sys.argv[2] date_info = sys.argv[3] handle_obj = DwtTitleMatchingDegree(site_name=site_name, date_type=date_type, date_info=date_info) handle_obj.run()