Benchmark BigData OLAP Kylin vs Vertica CN final...研OLAP6Ç,¥]5 (2018C 12P )...

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㣐侨研 OLAP 㛇ⲥ崵霚(2018 䎃 12 傈) Apache Kylin Vs Vertica And PostgreSQL Pg. 1 of 26 㣐侨䰘OLAPⴔ區 㛇ⲥ崵霚 VS

Transcript of Benchmark BigData OLAP Kylin vs Vertica CN final...研OLAP6Ç,¥]5 (2018C 12P )...

Page 1: Benchmark BigData OLAP Kylin vs Vertica CN final...研OLAP6Ç,¥]5 (2018C 12P ) ApacheKylinVsVerticaAndPostgreSQL Pg.5of26 VERTICA Vertica研 æ{研 MPPæw8Ð W·C d8 i æxSyS, o&xKylin&gTKæ{Vertica研副

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OLAP �

VS

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BI匹 匹 �BI� �OLAP �

告 ⼜ 研 ( ) 研 ⼜ () 副 ( ) 副 研 研

研 ��

副 研�OLAP� 务 �Apache�Kylin Vertica Druid Google�Big�Query� �Amazon�Red�Shift �

告 IT �SQL��

⼜ ⼜ 研�OLAP�务 Apache�Kylin� �Vertica� �Vertica�

�Kylin PostgreSQL 研 ⼜务 研�OLAP� �

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�OLAP� �

务 ⼜ 务 研�OLAP� Apache�Kylin� �Vertica⼜ ⼜ 研 �PostgreSQL�

研 研 告 �OLAP� ⼜�PostgreSQL 研�OLAP� 务 �Kylin� �Vertica� �

APACHE�KYLIN�

Apache�Kylin� 副 空 �SQL� �Hadoop/Spark� 副 研 研 OLAP �

卿 �eBay� �2014� �Apache��Github� �

Kylin� �

• 100 �• �SQL� �• �• � J/ODBC� � BI� Power� BI TableauPentaho Zeppelin Superset Microstrategy

• �Hadoop� �HDFS� �Amazon�S3�务 的模 的 。

• 模 �Web�� ��RESTful�API�� 研 �Cube�研 研 �JSON� 。

• �Cube� �• �LDAP� �Apache�Ranger Cube� �Schema 研

�• ⼜ 务

Kylin� �Kyligence�Enterprise�研

�1.� �Apache�Kylin� ⼜ �Kylin� 研 研 DW�Apache�Hive� 研 �SQL�Server MySQL� �Vertica 务Kylin� �Apache�Kafka� 研 �

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研 ⼜ �Apache�Kylin�Web� 研⼜ 研

研 副 �OLAP�Cube ⼜ 研研 �OLAP� �OLAP M-OLAP

Kylin� �

�1.�Apache�Kylin� �

研 �Cube� 模 ⼜ �SQL� �Cube� �OLAP�Cube 务 研 1 模 Kylin�Cube ��

� 200� 尽 � Kylin 务 � Kylin� 尽 务 �StrateBI �

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VERTICA�

Vertica� 研 研 MPP�Kylin� Vertica� 研 副 �OLAP� �

2005� 卿 Michale�Stonebraker C-Store DBMS �Vertica� 2011 Vertica� HP 2017 MicroFocus-

Vertica� MicroFocus �

�Kylin� Vertica� �Hadoop� �Vertica� �

• �• �SQL� �• �• � J/OBDC� � BI� Power� BI TableauPentaho Zeppelin Superset Microstrategy �

• �Vertica� 模 的

• 模 �Web� 够

研 Schema �Schema� 够 �• �Schema� �• ⼝ Schema LDAP�

- �• 研 �• UDF SQL Python C++Java� �R� �SQL� 务 �

• 务 �3� �1�TB�告 尽

�2.� �Vertica� �Vertica�务 �OLAP�Cube �Schema研 研 �CSV 研 �ETL� � Pentaho� �

Talend �Kafka� 研 �

Schema 研 务 ⼜ �SQL� �BI �Tableau Power�BI� �Pentaho 匹 �

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�Kylin� Vertica� 研 Vertica�务 Kylin务 告 ⼜ �Projection

�Vertica�Schema 副OLAP H-OLAP

Figure�2.�Vertica� �

Vertica� �Hadoop� �Hive� �HDFS�务 研研 �Vertica�务 �Spark�

研 �

Vertica� 尽 �StrateBI ⼜⼜ �Vertica� 名 �

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模 ⼜�

研 TPC-H� �Oracle� �Microsoft� ⼜ 务 ⼜ �SSB� SSB� �TPC-H� �TPC-H�

研 �

�3.� �SSB� 研务

�TPC-H� �13� SQL��SQL �group�by where join

�1�务 �

SSB� �TPC-H� 研 ⼜ �Kyligence� �Kylin� �Hive� 告 务 �Vertica� �PostgreSQL� �

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�3.�SSB �

• LINE�ORDER DATE CUSTOMER SUPPLIER PART 务Volume �

• �• �

⼜ 研�OLAP� LINE_ORDERCUSTOMER PART SUPPLIER DATE 务

�SSB� 研 务 研 Cardinality�

务 研PostgreSQL OLAP 研 研�OLAP �

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1.� 务 �

� LINEORDER� CUSTOMER� PART� SUPPLIER� DATE�

� (KPI)� � � � �

100M� 100,000,000� 40,000� 32,000� 20,000� 2,556�

500M� 500,000,000� 200,000� 48,000� 100,000� 2,556�

1,000M� 1,000,000,000� 400,000� 56,000� 200,000� 2,556�

�1.� �3� 务 �

务 �OLAP� 模 �3� ⼜ �2.�务�

� � ��

��

Kylin�2.4� � � 3� Intel(R)�Atom(TM)�CPU��C2750��@�2.40GHz�

8� 32�Gb�

Vertica�9.1� � � 3� Intel(R)�Atom(TM)�CPU��C2750��@�2.40GHz�

8� 32�Gb�

PostgreSQL�9.6�

� � 1� Intel(R)�Atom(TM)�CPU��C2750��@�2.40GHz�

8� 32�Gb�

�2.� 务 �

�Kylin� �Vertica ⼜ 告 PostgreSQL��

Vertica� 务 Kylin� � Hortonworks� �Hadoop� 副 Kylin� �Hadoop� 副

Page 10: Benchmark BigData OLAP Kylin vs Vertica CN final...研OLAP6Ç,¥]5 (2018C 12P ) ApacheKylinVsVerticaAndPostgreSQL Pg.5of26 VERTICA Vertica研 æ{研 MPPæw8Ð W·C d8 i æxSyS, o&xKylin&gTKæ{Vertica研副

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务 �Kylin� �Hadoop� 副 Kylin��Kylin �

⼜ �SSB� 研⼜ �

• Apache�Kylin�

o Normal �OLAP�Cube 务M-OLAP� Normal�

• Vertica�o ⼜ �Vertica�

�Projection� �Schema Projection�研 �OLAP� 务

�• PostgreSQL�

o 研 副 �OLAP� �R-OLAP �

���

Page 11: Benchmark BigData OLAP Kylin vs Vertica CN final...研OLAP6Ç,¥]5 (2018C 12P ) ApacheKylinVsVerticaAndPostgreSQL Pg.5of26 VERTICA Vertica研 æ{研 MPPæw8Ð W·C d8 i æxSyS, o&xKylin&gTKæ{Vertica研副

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务 ⼜ �Kylin Vertica� �PostgreSQL��20� �Kylin�

�3.� ⼜ �

• <�5� 研 匹 OLAP �• �<�10� 告

�• �<�20� 匹 �OLAP�

务 �• �>=�20� �OLAP�

匹 �

� P1� �100M�( )� P1� �500M�( )� P1� �1 000M�( )�� Kylin� Vertica� PostgreSQL� Kylin� Vertica� PostgreSQL� Kylin� Vertica� PostgreSQL�

Q1.1� 0.2� 0.2� 22.4� 0.3� 0.3� +280� 0.6� 0.6� -�Q1.2� 0.2� 0.4� 18.7� 0.3� 0.2� +280� 0.5� 0.3� -�Q1.3� 0.2� 0.4� 18.5� 0.3� 0.3� +280� 0.6� 0.2� -�Q2.1� 0.3� 1.1� 18.1� 0.4� 2.7� +280� 0.6� 9.1� -�Q2.2� 0.3� 0.8� 16.3� 0.4� 2.7� +280� 0.7� 8.2� -�Q2.3� 0.3� 0.8� 15.2� 0.4� 2.2� +280� 0.6� 7.4� -�Q3.1� 0.3� 1.4� 23.9� 0.4� 3.7� +280� 0.8� 15.1� -�Q3.2� 0.6� 0.7� 18.5� 0.8� 0.7� +280� 0.9� 9.8� -�Q3.3� 0.3� 0.9� 15.8� 0.3� 0.6� +280� 0.7� 3.7� -�Q3.4� 0.2� 0.6� 15.9� 0.2� 0.2� +280� 0.2� 1.0� -�Q4.1� 0.3� 1.4� 23.7� 0.4� 7.3� +280� 0.7� 14.7� -�Q4.2� 0.3� 1.0� 23.3� 0.4� 2.0� +280� 0.7� 3.8� -�Q4.3� 2.5� 0.8� 17.1� 2.4� 1.3� +280� 2.9� 2.0� -�

�3.� �

副 Kylin� Kylin� 务5 Q4.3 �1� �

�Vertica� 务 务 1 5 务 Vertica��5� Q4.1 �1� 副�

Page 12: Benchmark BigData OLAP Kylin vs Vertica CN final...研OLAP6Ç,¥]5 (2018C 12P ) ApacheKylinVsVerticaAndPostgreSQL Pg.5of26 VERTICA Vertica研 æ{研 MPPæw8Ð W·C d8 i æxSyS, o&xKylin&gTKæ{Vertica研副

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10 务 Vertica� �Kylin� �13 务10� 研 ⼜ �Vertica� �Schema�

�RAM� �

PostgreSQL 务 PostgreSQL��15� �25� �PostgreSQL� 研5 务 �280� 务 �

⼜ �PostgreSQL� 10 �PostgreSQL�5 �Kylin� �Vertica� �PostgreSQL�StrateBI� 研 �OLAP� 务 �

务 Vertica� �Kylin� �

�4.� �3� 务 �

Page 13: Benchmark BigData OLAP Kylin vs Vertica CN final...研OLAP6Ç,¥]5 (2018C 12P ) ApacheKylinVsVerticaAndPostgreSQL Pg.5of26 VERTICA Vertica研 æ{研 MPPæw8Ð W·C d8 i æxSyS, o&xKylin&gTKæ{Vertica研副

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Kylin� �Vertica �5 ⼜ �Kylin�

Figure�5.�Kylin� �Vertica� �

�Kylin� 研 �I/O� �Vertica� ⼜研 Vertica� 10

Kylin� �Vertica , 研 Schema��Cube 研

Kylin� Cube� 研 �Kylin� �Hadoop-MapReduce� 模 �Hadoop� 务

研 �

�Kylin� 务 10 �Kylin� 16�Vertica� �2� Kylin �Vertica��Kylin� �80%� �Hadoop� �40%� �Vertica�

Kylin��

Page 14: Benchmark BigData OLAP Kylin vs Vertica CN final...研OLAP6Ç,¥]5 (2018C 12P ) ApacheKylinVsVerticaAndPostgreSQL Pg.5of26 VERTICA Vertica研 æ{研 MPPæw8Ð W·C d8 i æxSyS, o&xKylin&gTKæ{Vertica研副

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�Kylin�务 务 。

Kylin� �Spark� �Map�Reduce�研 Cube� � �

Page 15: Benchmark BigData OLAP Kylin vs Vertica CN final...研OLAP6Ç,¥]5 (2018C 12P ) ApacheKylinVsVerticaAndPostgreSQL Pg.5of26 VERTICA Vertica研 æ{研 MPPæw8Ð W·C d8 i æxSyS, o&xKylin&gTKæ{Vertica研副

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务 ⼜ 副 研�OLAP� Kylin Vertica⼜ 研�OLAP� 研 研 �

PostgreSQL� �

Kylin� �Vertica� �OLAP� 。 务匹 �

Kylin� Vertica 10� 1000M �LINEORDER� 务 �Vertica� Kylin� �100%�

Vertica� 3 1�TB�

Vertica� 务 �Kylin� 务 ⼜⼜ �Vertica�

Kylin �Hadoop� �Hadoop� �Spark� �Kafka 研

务 �Hadoop� �Hadoop� �Vertica�

Page 16: Benchmark BigData OLAP Kylin vs Vertica CN final...研OLAP6Ç,¥]5 (2018C 12P ) ApacheKylinVsVerticaAndPostgreSQL Pg.5of26 VERTICA Vertica研 æ{研 MPPæw8Ð W·C d8 i æxSyS, o&xKylin&gTKæ{Vertica研副

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Q1.1�

select�sum(v_revenue)�as�revenue�

from�SSB.p_lineorder�

left�join�SSB.dates�on�lo_orderdate�=�d_datekey�

where�d_year�=�1993�

and�lo_discount�between�1�and�3�

and�lo_quantity�<�25�

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select�sum(v_revenue)�as�revenue�

from�SSB.p_lineorder�

left�join�SSB.dates�on�lo_orderdate�=�d_datekey�

where�d_yearmonthnum�=�199401�

and�lo_discount�between�4�and�6�

and�lo_quantity�between�26�and�35;�

Q1.3�

select�sum(v_revenue)�as�revenue�

from�SSB.p_lineorder�

left�join�SSB.dates�on�lo_orderdate�=�d_datekey�

where�d_weeknuminyear�=�6�and�d_year�=�1994�

and�lo_discount�between�5�and�7�

and�lo_quantity�between�26�and�35;�

Q2.1�

select�sum(lo_revenue)�as�lo_revenue,�d_year,�p_brand�

from�SSB.p_lineorder�

left�join�SSB.dates�on�lo_orderdate�=�d_datekey�

left�join�SSB.part�on�lo_partkey�=�p_partkey�

left�join�SSB.supplier�on�lo_suppkey�=�s_suppkey�

Page 17: Benchmark BigData OLAP Kylin vs Vertica CN final...研OLAP6Ç,¥]5 (2018C 12P ) ApacheKylinVsVerticaAndPostgreSQL Pg.5of26 VERTICA Vertica研 æ{研 MPPæw8Ð W·C d8 i æxSyS, o&xKylin&gTKæ{Vertica研副

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group�by�d_year,�p_brand�

order�by�d_year,�p_brand;�

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select�sum(lo_revenue)�as�lo_revenue,�d_year,�p_brand�

from�SSB.p_lineorder�

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select�sum(lo_revenue)�as�lo_revenue,�d_year,�p_brand�

from�SSB.p_lineorder�

left�join�SSB.dates�on�lo_orderdate�=�d_datekey�

left�join�SSB.part�on�lo_partkey�=�p_partkey�

left�join�SSB.supplier�on�lo_suppkey�=�s_suppkey�

where�p_brand�=�'MFGR#2239'�and�s_region�=�'EUROPE'�

group�by�d_year,�p_brand�

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select�c_nation,�s_nation,�d_year,�sum(lo_revenue)�as�lo_revenue�

from�SSB.p_lineorder�

left�join�SSB.dates�on�lo_orderdate�=�d_datekey�

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left�join�SSB.supplier�on�lo_suppkey�=�s_suppkey�

where�c_region�=�'ASIA'�and�s_region�=�'ASIA'and�d_year�>=�1992�and�d_year�<=�1997�

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Page 18: Benchmark BigData OLAP Kylin vs Vertica CN final...研OLAP6Ç,¥]5 (2018C 12P ) ApacheKylinVsVerticaAndPostgreSQL Pg.5of26 VERTICA Vertica研 æ{研 MPPæw8Ð W·C d8 i æxSyS, o&xKylin&gTKæ{Vertica研副

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select�c_city,�s_city,�d_year,�sum(lo_revenue)�as�lo_revenue�

from�SSB.p_lineorder�

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where�c_nation�=�'UNITED�STATES'�and�s_nation�=�'UNITED�STATES'�

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from�SSB.p_lineorder�

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where�(c_city='UNITED�KI1'�or�c_city='UNITED�KI5')�

and�(s_city='UNITED�KI1'�or�s_city='UNITED�KI5')�

and�d_year�>=�1992�and�d_year�<=�1997�

group�by�c_city,�s_city,�d_year�

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Q3.4�

select�c_city,�s_city,�d_year,�sum(lo_revenue)�as�lo_revenue�

from�SSB.p_lineorder�

left�join�SSB.dates�on�lo_orderdate�=�d_datekey�

left�join�SSB.customer�on�lo_custkey�=�c_custkey�

left�join�SSB.supplier�on�lo_suppkey�=�s_suppkey�

where� (c_city='UNITED� KI1'� or� c_city='UNITED� KI5')� and� (s_city='UNITED� KI1'� or�s_city='UNITED�KI5')�and�d_yearmonth�=�'Dec1997'�

group�by�c_city,�s_city,�d_year�

order�by�d_year�asc,�lo_revenue�desc;�

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select�d_year,�c_nation,�sum(lo_revenue)�-�sum(lo_supplycost)�as�profit�

from�SSB.p_lineorder�

left�join�SSB.dates�on�lo_orderdate�=�d_datekey�

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left�join�SSB.supplier�on�lo_suppkey�=�s_suppkey�

left�join�SSB.part�on�lo_partkey�=�p_partkey�

where� c_region� =� 'AMERICA'� and� s_region� =� 'AMERICA'� and� (p_mfgr� =� 'MFGR#1'� or�p_mfgr�=�'MFGR#2')�

group�by�d_year,�c_nation�

order�by�d_year,�c_nation;�

Q4.2�

select�d_year,�s_nation,�p_category,�sum(lo_revenue)�-�sum(lo_supplycost)�as�profit�

from�SSB.p_lineorder�

left�join�SSB.dates�on�lo_orderdate�=�d_datekey�

left�join�SSB.customer�on�lo_custkey�=�c_custkey�

left�join�SSB.supplier�on�lo_suppkey�=�s_suppkey�

left�join�SSB.part�on�lo_partkey�=�p_partkey�

where�c_region�=�'AMERICA'and�s_region�=�'AMERICA'�

and�(d_year�=�1997�or�d_year�=�1998)�

and�(p_mfgr�=�'MFGR#1'�or�p_mfgr�=�'MFGR#2')�

group�by�d_year,�s_nation,�p_category�

order�by�d_year,�s_nation,�p_category;�

Q4.3�

select�d_year,�s_city,�p_brand,�sum(lo_revenue)�-�sum(lo_supplycost)�as�profit�

from�SSB.p_lineorder�

left�join�SSB.dates�on�lo_orderdate�=�d_datekey�

left�join�SSB.customer�on�lo_custkey�=�c_custkey�

left�join�SSB.supplier�on�lo_suppkey�=�s_suppkey�

left�join�SSB.part�on�lo_partkey�=�p_partkey�

where�c_region�=�'AMERICA'and�s_nation�=�'UNITED�STATES'�

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and�(d_year�=�1997�or�d_year�=�1998)�

and�p_category�=�'MFGR#14'�

group�by�d_year,�s_city,�p_brand�

order�by�d_year,�s_city,�p_brand;�

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�STRATEBI�

StrateBI� 尽卿

www.stratebi.com��

�Hadoop� 研 ⼜ 研 研�Spark Hive� �Kafka� Kylin Vertica� �Amazon Redshift �OLAP��NoSQL 研 Neo4J

⼜ �ETL� Pentaho� �Talend �BI� Pentaho Power�BI� �Tableau 模 研 ⼜ 研 务

⼜ ⼜ 务 名 �Kyligence Hortonworks Vertica� �Talend ��

Stratebi� 研 �LinceBI.com �

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最近,Stratebi 成为 Kyligence、 Vertica 、 Talend 和微软的认证合作伙伴。

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�StrateBI� ⼜ ⼜ 研 �BI �Stratebi� 副 ⼜ :�

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