init
This commit is contained in:
		
							
								
								
									
										29
									
								
								main.py
									
									
									
									
									
										Normal file
									
								
							
							
						
						
									
										29
									
								
								main.py
									
									
									
									
									
										Normal file
									
								
							@@ -0,0 +1,29 @@
 | 
			
		||||
from pyspark.sql import SparkSession
 | 
			
		||||
from pyspark.sql.functions import col
 | 
			
		||||
import argparse
 | 
			
		||||
 | 
			
		||||
def transform_data(data_source: str, output_uri: str) -> None:
 | 
			
		||||
    with SparkSession.builder.appName("Big Basket Analysis").getOrCreate() as spark:
 | 
			
		||||
        df = spark.read.option("header", "true").csv(data_source)
 | 
			
		||||
 | 
			
		||||
        df.createOrReplaceTempView("bigbasket_products")
 | 
			
		||||
 | 
			
		||||
        SQL_QUERY = """
 | 
			
		||||
            select product, count(*) 
 | 
			
		||||
            from bigbasket_products
 | 
			
		||||
            group by product
 | 
			
		||||
        """
 | 
			
		||||
 | 
			
		||||
        transformed_df = spark.sql(SQL_QUERY)
 | 
			
		||||
 | 
			
		||||
        print(f"Number of rows: {transformed_df.count()}")
 | 
			
		||||
 | 
			
		||||
        transform_df.write.mode("overwrite").parquet(output_uri)
 | 
			
		||||
 | 
			
		||||
if __name__ == "__main__":
 | 
			
		||||
    parser = argparse.ArgumentParser()
 | 
			
		||||
    parser.add_argument('--data_source')
 | 
			
		||||
    parser.add_argument('--output_uri')
 | 
			
		||||
    args = parser.parse_args()
 | 
			
		||||
 | 
			
		||||
    transform_data(args.data_source, args.output_uri)
 | 
			
		||||
		Reference in New Issue
	
	Block a user