Added sample for reading from parquet files

This commit is contained in:
Umachandar Jayachandran
2018-10-11 16:59:20 -07:00
parent 5fdc3c6fa1
commit c27f06a91d
3 changed files with 53 additions and 4 deletions
@@ -10,7 +10,9 @@ In this example, you are going to create an external table in the SQL Server Mas
1. Connect to SQL Server Master instance.
1. Execute the [external-table-hdfs.sql](external-table-hdfs.sql).
1. Execute the [external-table-hdfs-csv.sql](external-table-hdfs-csv.sql). This script demonstrates how to read CSV file(s) stored in HDFS.
1. Before you use execute the *external-table-hdfs-parquet.sql* script, make sure you run the [../spark/spark-sql.ipynb](../spark/spark-sql.ipynb/) notebook to generate the sample parquet file. Execute the [external-table-hdfs-parquet.sql](external-table-hdfs-parquet.sql). This script demonstrates how to read parquet file(s) stored in HDFS.
## Query data in Oracle from SQL Server master
@@ -18,7 +18,7 @@ WITH (
-- is a special data source that is available in any new database in
-- SQL Master instance.
--
CREATE EXTERNAL TABLE [web_clickstreams_hdfs]
CREATE EXTERNAL TABLE [web_clickstreams_hdfs_csv]
("wcs_click_date_sk" BIGINT , "wcs_click_time_sk" BIGINT , "wcs_sales_sk" BIGINT , "wcs_item_sk" BIGINT , "wcs_web_page_sk" BIGINT , "wcs_user_sk" BIGINT)
WITH
(
@@ -42,11 +42,11 @@ SELECT
SUM( CASE WHEN i_category_id = 7 THEN 1 ELSE 0 END) AS [Toys & Games],
SUM( CASE WHEN i_category_id = 8 THEN 1 ELSE 0 END) AS [Movies & TV],
SUM( CASE WHEN i_category_id = 9 THEN 1 ELSE 0 END) AS [Sports & Outdoors]
FROM [dbo].[web_clickstreams_hdfs]
FROM [dbo].[web_clickstreams_hdfs_csv]
INNER JOIN item it ON (wcs_item_sk = i_item_sk
AND wcs_user_sk IS NOT NULL)
GROUP BY wcs_user_sk;
GO
DROP EXTERNAL TABLE [dbo].[web_clickstreams_hdfs];
DROP EXTERNAL TABLE [dbo].[web_clickstreams_hdfs_csv];
GO
@@ -0,0 +1,47 @@
USE sales
GO
-- Create file format for parquet file with appropriate properties.
--
CREATE EXTERNAL FILE FORMAT parquet_file
WITH (
FORMAT_TYPE = PARQUET
);
-- Create external table over HDFS data source (SqlStoragePool) in
-- SQL Server 2019 big data cluster. The SqlStoragePool data source
-- is a special data source that is available in any new database in
-- SQL Master instance.
--
CREATE EXTERNAL TABLE [web_clickstreams_hdfs_parquet]
("wcs_click_date_sk" BIGINT , "wcs_click_time_sk" BIGINT , "wcs_sales_sk" BIGINT , "wcs_item_sk" BIGINT , "wcs_web_page_sk" BIGINT , "wcs_user_sk" BIGINT)
WITH
(
DATA_SOURCE = SqlStoragePool,
LOCATION = '/user/hive/warehouse/web_clickstreams',
FILE_FORMAT = parquet_file
);
GO
-- Join external table with local tables
--
SELECT
wcs_user_sk,
SUM( CASE WHEN i_category = 'Books' THEN 1 ELSE 0 END) AS book_category_clicks,
SUM( CASE WHEN i_category_id = 1 THEN 1 ELSE 0 END) AS [Home & Kitchen],
SUM( CASE WHEN i_category_id = 2 THEN 1 ELSE 0 END) AS [Music],
SUM( CASE WHEN i_category_id = 3 THEN 1 ELSE 0 END) AS [Books],
SUM( CASE WHEN i_category_id = 4 THEN 1 ELSE 0 END) AS [Clothing & Accessories],
SUM( CASE WHEN i_category_id = 5 THEN 1 ELSE 0 END) AS [Electronics],
SUM( CASE WHEN i_category_id = 6 THEN 1 ELSE 0 END) AS [Tools & Home Improvement],
SUM( CASE WHEN i_category_id = 7 THEN 1 ELSE 0 END) AS [Toys & Games],
SUM( CASE WHEN i_category_id = 8 THEN 1 ELSE 0 END) AS [Movies & TV],
SUM( CASE WHEN i_category_id = 9 THEN 1 ELSE 0 END) AS [Sports & Outdoors]
FROM [dbo].[web_clickstreams_hdfs_parquet]
INNER JOIN item it ON (wcs_item_sk = i_item_sk
AND wcs_user_sk IS NOT NULL)
GROUP BY wcs_user_sk;
GO
DROP EXTERNAL TABLE [dbo].[web_clickstreams_hdfs_parquet];
GO