Phoenix SNAPSHOT Performance

Apache Phoenix Performance Result :: Wed May 31 17:16:02 PDT 2017

Test Suite: STANDARD

Queries by Category

Aggregation

select count(*) from AGGREGATION_TABLE

1.88s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.1s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(1) from AGGREGATION_TABLE group by HOST

1.85s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.49s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select core, count(1) from AGGREGATION_TABLE group by CORE

2.01s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.27s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select core, host, sum(ACTIVE_VISITOR) from AGGREGATION_TABLE group by core, host

3.09s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.28s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select AVG(DB), MIN(CORE), MAX(ACTIVE_VISITOR) from AGGREGATION_TABLE where host='CS' and DOMAIN<>'Google.com'

1.31s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

SQL Exception - Check logs for V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select round(date, 'day',50), sum(core)+2 from AGGREGATION_TABLE where (CORE<10 or CORE>90) group by round(date, 'day',50), host

1.64s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.81s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select trunc(date, 'hour', 1000), count(DB), count(ACTIVE_VISITOR) from AGGREGATION_TABLE where feature='Login' and (core<50 or db<20 or active_visitor > 200) group by trunc(date, 'hour', 1000)

3.09s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.89s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(active_visitor) count from AGGREGATION_TABLE

2.59s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.01s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(distinct active_visitor) count from AGGREGATION_TABLE

3.5s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.84s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core), count(db), count(active_visitor) from AGGREGATION_TABLE

3.08s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

6.43s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select core, count(db) count from AGGREGATION_TABLE group by CORE

2.34s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.01s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core < 10 and db < 200

1.68s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.38s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core < 10 and active_visitor < 1000

2.58s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.53s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core > 90

1.44s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.25s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from WIDE_PK

3.46s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.81s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

Aggregation with filter no non-pk

select count(*) from TABLE_6CF where f < 10000

1.06s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.8s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF where f < 10000

1.64s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.96s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from WIDE_PK where column2<10

3.19s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.51s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from WIDE_PK where column2<50 and column3<50 and column4<50 and column5<50

3.64s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.45s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

ColumnFamilies-Single

select count(1) from TABLE_6CF where K1 in ('A', 'B', 'C', 'D')

1.1s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.88s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(1) from TABLE_6CF where K1 in ('A', 'C')

0.6s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.5s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_6CF where f < 1000

0.8s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.41s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select a,b,c,d,e,f from TABLE_6CF where B>1000 and B<2000 and f>1000 and f<2000

2.46s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.04s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select sum(a),sum(b),sum(c),sum(d) from TABLE_6CF group by K1

5.27s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

7.2s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(1) from TABLE_1CF where K1 in ('A', 'B', 'C', 'D')

1.93s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.18s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(1) from TABLE_1CF where K1 in ('A', 'C')

0.86s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.87s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF where f < 1000

1.44s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.46s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select a,b,c,d,e,f from TABLE_1CF where B>1000 and B<2000 and f>1000 and f<2000

1.76s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.78s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select sum(a),sum(b),sum(c),sum(d) from TABLE_1CF group by K1

2.62s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.11s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

Count Distinct

select count(distinct core), count(distinct db), count(distinct active_visitor) from AGGREGATION_TABLE

4.54s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

6.54s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select core, count(distinct db) count from AGGREGATION_TABLE group by CORE

4.69s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.18s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

IN/LIKE Clause

select count(core) from AGGREGATION_TABLE where core IN (1,25,50,75,100)

1.52s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.3s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(1) from IN_LIKE_TABLE where K1 in ('Z', 'D', 'F', 'X')

0.7s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.12s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select * from IN_LIKE_TABLE where K1 in ('A','B') and K2 in ('xxx1000000','xxx2000000','xxx2000001')

0.01s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.01s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select * from IN_LIKE_TABLE where K1 in ('A', 'C', 'E', 'F', 'H') and K2 like 'xxxxxx1%'

0.02s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.01s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from IN_LIKE_TABLE where K1 in ('X','A','B','C','D','E','F','G','H','I','Z') and K2 like '%1%'

2.98s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.22s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from IN_LIKE_TABLE where (K1 in ('A','E','F','G','H','I','Z') or K1 like 'E%') and (K2 like '%xx1%' or K2 like '%xxxxxx2%')

2.05s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.48s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

Index

select count(*) from INDEXED_TABLE

0.58s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.83s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+ INDEX(INDEXED_TABLE ids1 ids2 ids3 ids4) */ count(*) from INDEXED_TABLE

0.64s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.78s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(*) from INDEXED_TABLE

0.88s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.97s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select round(date, 'day',50), sum(core)+2 from INDEXED_TABLE where (CORE<10 or CORE>90) group by round(date, 'day',50), host

0.43s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.38s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ round(date, 'day',50), sum(core)+2 from INDEXED_TABLE where (CORE<10 or CORE>90) group by round(date, 'day',50), host

1.14s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.89s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core IN (1,100)

0.06s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.04s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+ INDEX(INDEXED_TABLE ids1 ids2 ids3 ids4) */ count(core) from INDEXED_TABLE where core IN (1,100)

0.05s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.03s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core IN (1,100)

1.1s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.84s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core IN (1,25,50,75,100)

0.08s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.09s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+ INDEX(INDEXED_TABLE ids1 ids2 ids3 ids4) */ count(core) from INDEXED_TABLE where core IN (1,25,50,75,100)

0.06s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.07s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core IN (1,25,50,75,100)

1.08s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.86s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core < 10 and db < 200

0.23s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.22s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+ INDEX(INDEXED_TABLE ids1 ids2 ids3 ids4) */ count(core) from INDEXED_TABLE where core < 10 and db < 200

11.67s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.89s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core < 10 and db < 200

1.13s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.46s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core < 100 and db < 2000

2.32s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.39s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core < 100 and db < 2000

1.59s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.57s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core > 90

0.09s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.12s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core > 90

0.99s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.08s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core > 0

0.71s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.09s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core > 0

1.22s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.58s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select db from INDEXED_TABLE where db >5 and db <7 order by db

0.03s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.04s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ db from INDEXED_TABLE where db >5 and db <7 order by db

1.11s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.45s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select db from INDEXED_TABLE order by db limit 10

0.03s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.03s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ db from INDEXED_TABLE order by db limit 10

1.67s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.55s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

Index Creation After Data

CREATE INDEX idx5 ON INDEXED_TABLE (CORE) INCLUDE (DB,ACTIVE_VISITOR)

33.3s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

46.11s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LIMIT

select * from AGGREGATION_TABLE LIMIT 100

0.01s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.02s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

Large Group By

select count(*) from TABLE_6CF group by A

1.29s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.74s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_6CF group by B

2.27s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.36s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF group by A

1.45s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.32s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF group by B

2.35s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.37s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

Load Data

LOAD DATA AGGREGATION_TABLE [2000000 ROWS]

146.07s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

215.2s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA IN_LIKE_TABLE [2000000 ROWS]

111.32s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

170.38s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA INDEXED_TABLE [2000000 ROWS]

394.84s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

866.2s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA TABLE_6CF [2000000 ROWS]

154.21s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

192.25s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA SALTED_TABLE [2000000 ROWS]

150.51s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

202.07s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA TABLE_1CF [2000000 ROWS]

145.82s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

172.2s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA WIDE_PK [2000000 ROWS]

308.03s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

376.16s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

Percentile

select percentile_cont(0.9) within group (order by active_visitor asc) from AGGREGATION_TABLE

3.34s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.48s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select percentile_cont(0.1) within group (order by active_visitor desc) from AGGREGATION_TABLE

3.45s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.39s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select percentile_cont(0.5) within group (order by core asc), percentile_cont(0.5) within group (order by db asc), percentile_cont(0.5) within group (order by active_visitor asc) from AGGREGATION_TABLE

4.42s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

6.86s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select core, percentile_cont(0.9999) within group (order by db asc) from AGGREGATION_TABLE group by CORE

4.95s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.27s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

Reverse Scan

select * from WIDE_PK order by mypk DESC limit 10

0.14s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.01s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

Salting

select count(1) from SALTED_TABLE where K1 in ('A', 'B', 'C', 'D')

2.27s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.99s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from SALTED_TABLE where D < 1000

1.16s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.51s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select avg(c),avg(d) from SALTED_TABLE group by K1

3.78s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.66s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

Queries by Table

AGGREGATION_TABLE

Table used for various aggregation functions

ROWS 2000000 [2M]

DDL CREATE TABLE $TABLE (HOST CHAR(2) NOT NULL,DOMAIN VARCHAR NOT NULL,FEATURE VARCHAR NOT NULL,DATE DATE NOT NULL,USAGE.CORE BIGINT,USAGE.DB BIGINT,STATS.ACTIVE_VISITOR INTEGER CONSTRAINT PK PRIMARY KEY (HOST, DOMAIN, FEATURE, DATE)) SPLIT ON ('EU','NA')

DATA GENERATOR
STRING :: Values: NA|CS|EU
STRING :: Values: Salesforce.com|Apple.com|Google.com|Yelp.com
STRING :: Values: Login|Report|Dashboard|Sales|UI
DATE :: Values: SEQUENTIAL
INTEGER :: Max. Value: 100 Values: RANDOM
INTEGER :: Max. Value: 2000 Values: RANDOM
INTEGER :: Max. Value: 10000 Values: RANDOM

select count(*) from AGGREGATION_TABLE

1.88s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.1s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(1) from AGGREGATION_TABLE group by HOST

1.85s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.49s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select core, count(1) from AGGREGATION_TABLE group by CORE

2.01s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.27s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select core, host, sum(ACTIVE_VISITOR) from AGGREGATION_TABLE group by core, host

3.09s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.28s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select AVG(DB), MIN(CORE), MAX(ACTIVE_VISITOR) from AGGREGATION_TABLE where host='CS' and DOMAIN<>'Google.com'

1.31s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

SQL Exception - Check logs for V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select round(date, 'day',50), sum(core)+2 from AGGREGATION_TABLE where (CORE<10 or CORE>90) group by round(date, 'day',50), host

1.64s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.81s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select trunc(date, 'hour', 1000), count(DB), count(ACTIVE_VISITOR) from AGGREGATION_TABLE where feature='Login' and (core<50 or db<20 or active_visitor > 200) group by trunc(date, 'hour', 1000)

3.09s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.89s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(active_visitor) count from AGGREGATION_TABLE

2.59s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.01s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(distinct active_visitor) count from AGGREGATION_TABLE

3.5s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.84s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select percentile_cont(0.9) within group (order by active_visitor asc) from AGGREGATION_TABLE

3.34s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.48s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select percentile_cont(0.1) within group (order by active_visitor desc) from AGGREGATION_TABLE

3.45s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.39s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core), count(db), count(active_visitor) from AGGREGATION_TABLE

3.08s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

6.43s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(distinct core), count(distinct db), count(distinct active_visitor) from AGGREGATION_TABLE

4.54s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

6.54s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

4.42s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

6.86s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select core, count(db) count from AGGREGATION_TABLE group by CORE

2.34s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.01s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select core, count(distinct db) count from AGGREGATION_TABLE group by CORE

4.69s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.18s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select core, percentile_cont(0.9999) within group (order by db asc) from AGGREGATION_TABLE group by CORE

4.95s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.27s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core IN (1,25,50,75,100)

1.52s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.3s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core < 10 and db < 200

1.68s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.38s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core < 10 and active_visitor < 1000

2.58s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.53s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select * from AGGREGATION_TABLE LIMIT 100

0.01s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.02s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core > 90

1.44s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.25s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA AGGREGATION_TABLE [2000000 ROWS]

146.07s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

215.2s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

IN_LIKE_TABLE

Phoenix 1.2+ uses skip scan that gives significant performance improvement for IN/LIKE queries.

ROWS 2000000 [2M]

DDL CREATE TABLE IF NOT EXISTS $TABLE (K1 CHAR(1) NOT NULL, K2 VARCHAR NOT NULL, CF.A INTEGER, CF.B VARCHAR, CF.C VARCHAR CONSTRAINT PK PRIMARY KEY (K1,K2)) SPLIT ON ('B','C','D','E','F','G','H','I')

DATA GENERATOR
STRING :: Values: A|B|C|D|E|F|G|H|I
STRING :: Length: 10 Values: SEQUENTIAL
INTEGER :: Max. Value: 1000000 Values: RANDOM
STRING :: Length: 50 Values: RANDOM
STRING :: Length: 50 Values: RANDOM

select count(1) from IN_LIKE_TABLE where K1 in ('Z', 'D', 'F', 'X')

0.7s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.12s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select * from IN_LIKE_TABLE where K1 in ('A','B') and K2 in ('xxx1000000','xxx2000000','xxx2000001')

0.01s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.01s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select * from IN_LIKE_TABLE where K1 in ('A', 'C', 'E', 'F', 'H') and K2 like 'xxxxxx1%'

0.02s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.01s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from IN_LIKE_TABLE where K1 in ('X','A','B','C','D','E','F','G','H','I','Z') and K2 like '%1%'

2.98s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.22s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from IN_LIKE_TABLE where (K1 in ('A','E','F','G','H','I','Z') or K1 like 'E%') and (K2 like '%xx1%' or K2 like '%xxxxxx2%')

2.05s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.48s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA IN_LIKE_TABLE [2000000 ROWS]

111.32s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

170.38s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

INDEXED_TABLE

Indexing test. Phoenix 2.0+ feature. See explain plan by hovering over version label to see which index table is used.

ROWS 2000000 [2M]

DDL CREATE TABLE $TABLE (HOST CHAR(2) NOT NULL,DOMAIN VARCHAR NOT NULL,FEATURE VARCHAR NOT NULL,DATE DATE NOT NULL,USAGE.CORE BIGINT,USAGE.DB BIGINT,STATS.ACTIVE_VISITOR INTEGER CONSTRAINT PK PRIMARY KEY (HOST, DOMAIN, FEATURE, DATE)) IMMUTABLE_ROWS=true,MAX_FILESIZE=30485760;CREATE INDEX ids1 ON $TABLE (CORE) SALT_BUCKETS=16;CREATE INDEX ids2 ON $TABLE (DB) SALT_BUCKETS=16;CREATE INDEX ids3 ON $TABLE (DB,ACTIVE_VISITOR) SALT_BUCKETS=16;CREATE INDEX ids4 ON $TABLE (CORE,DB,ACTIVE_VISITOR) SALT_BUCKETS=16;

DATA GENERATOR
STRING :: Values: NA|CS|EU
STRING :: Values: Salesforce.com|Apple.com|Google.com|Yelp.com
STRING :: Values: Login|Report|Dashboard|Sales|UI
DATE :: Values: SEQUENTIAL
INTEGER :: Max. Value: 100 Values: RANDOM
INTEGER :: Max. Value: 2000 Values: RANDOM
INTEGER :: Max. Value: 10000 Values: RANDOM

select count(*) from INDEXED_TABLE

0.58s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.83s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+ INDEX(INDEXED_TABLE ids1 ids2 ids3 ids4) */ count(*) from INDEXED_TABLE

0.64s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.78s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(*) from INDEXED_TABLE

0.88s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.97s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select round(date, 'day',50), sum(core)+2 from INDEXED_TABLE where (CORE<10 or CORE>90) group by round(date, 'day',50), host

0.43s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.38s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ round(date, 'day',50), sum(core)+2 from INDEXED_TABLE where (CORE<10 or CORE>90) group by round(date, 'day',50), host

1.14s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.89s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core IN (1,100)

0.06s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.04s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+ INDEX(INDEXED_TABLE ids1 ids2 ids3 ids4) */ count(core) from INDEXED_TABLE where core IN (1,100)

0.05s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.03s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core IN (1,100)

1.1s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.84s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core IN (1,25,50,75,100)

0.08s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.09s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+ INDEX(INDEXED_TABLE ids1 ids2 ids3 ids4) */ count(core) from INDEXED_TABLE where core IN (1,25,50,75,100)

0.06s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.07s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core IN (1,25,50,75,100)

1.08s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.86s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core < 10 and db < 200

0.23s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.22s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+ INDEX(INDEXED_TABLE ids1 ids2 ids3 ids4) */ count(core) from INDEXED_TABLE where core < 10 and db < 200

11.67s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.89s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core < 10 and db < 200

1.13s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.46s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core < 100 and db < 2000

2.32s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.39s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core < 100 and db < 2000

1.59s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.57s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core > 90

0.09s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.12s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core > 90

0.99s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.08s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core > 0

0.71s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.09s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core > 0

1.22s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.58s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select db from INDEXED_TABLE where db >5 and db <7 order by db

0.03s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.04s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ db from INDEXED_TABLE where db >5 and db <7 order by db

1.11s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.45s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select db from INDEXED_TABLE order by db limit 10

0.03s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.03s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ db from INDEXED_TABLE order by db limit 10

1.67s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.55s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

CREATE INDEX idx5 ON INDEXED_TABLE (CORE) INCLUDE (DB,ACTIVE_VISITOR)

33.3s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

46.11s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA INDEXED_TABLE [2000000 ROWS]

394.84s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

866.2s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

TABLE_6CF

Data is split in 6 column families. Phoenix 1.2+ uses Essential Column Family filter feature which fetches only required columns when filtering rows.

ROWS 2000000 [2M]

DDL CREATE TABLE IF NOT EXISTS $TABLE (K1 CHAR(1) NOT NULL, K2 VARCHAR NOT NULL, CF1.A INTEGER, CF2.B INTEGER, CF3.C INTEGER, CF4.D INTEGER, CF5.E INTEGER, CF6.F INTEGER CONSTRAINT PK PRIMARY KEY (K1,K2)) SPLIT ON ('B','C','D');CREATE TABLE IF NOT EXISTS $TABLE_UPSERTSELECT (K1 CHAR(1) NOT NULL, K2 VARCHAR NOT NULL, CF1.A INTEGER, CF2.B INTEGER, CF3.C INTEGER, CF4.D INTEGER, CF5.E INTEGER, CF6.F INTEGER CONSTRAINT PK PRIMARY KEY (K1,K2)) SPLIT ON ('B','C','D')

DATA GENERATOR
STRING :: Values: A|B|C|D
STRING :: Length: 10 Values: SEQUENTIAL
INTEGER :: Max. Value: 100 Values: RANDOM
INTEGER :: Max. Value: 1000 Values: RANDOM
INTEGER :: Max. Value: 2000 Values: RANDOM
INTEGER :: Max. Value: 5000 Values: RANDOM
INTEGER :: Max. Value: 10000 Values: RANDOM
INTEGER :: Max. Value: 15000 Values: RANDOM

select count(1) from TABLE_6CF where K1 in ('A', 'B', 'C', 'D')

1.1s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.88s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(1) from TABLE_6CF where K1 in ('A', 'C')

0.6s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.5s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_6CF where f < 1000

0.8s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.41s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select a,b,c,d,e,f from TABLE_6CF where B>1000 and B<2000 and f>1000 and f<2000

2.46s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.04s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select sum(a),sum(b),sum(c),sum(d) from TABLE_6CF group by K1

5.27s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

7.2s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_6CF group by A

1.29s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.74s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_6CF group by B

2.27s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.36s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_6CF where f < 10000

1.06s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.8s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA TABLE_6CF [2000000 ROWS]

154.21s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

192.25s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

SALTED_TABLE

This is Phoenix 1.2+ feature. Data is split in 4 regions equal to number of region servers in test cluster by adding salted byte to each key.

ROWS 2000000 [2M]

DDL CREATE TABLE $TABLE (K1 CHAR(1) NOT NULL, K2 VARCHAR NOT NULL, CFA.A VARCHAR, CFA.B CHAR(100), CFA.C INTEGER, CFB.D INTEGER CONSTRAINT PK PRIMARY KEY (K1,K2)) SALT_BUCKETS=4

DATA GENERATOR
STRING :: Values: A|B|C|D
STRING :: Length: 10 Values: SEQUENTIAL
STRING :: Length: 100 Values: RANDOM
STRING :: Length: 100 Values: RANDOM
INTEGER :: Max. Value: 1000000 Values: RANDOM
INTEGER :: Max. Value: 1000000 Values: RANDOM

select count(1) from SALTED_TABLE where K1 in ('A', 'B', 'C', 'D')

2.27s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.99s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from SALTED_TABLE where D < 1000

1.16s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

1.51s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select avg(c),avg(d) from SALTED_TABLE group by K1

3.78s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.66s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA SALTED_TABLE [2000000 ROWS]

150.51s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

202.07s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

TABLE_1CF

Same data as in 6 column family table but this one only has a single column family. Performance should be worse in most cases.

ROWS 2000000 [2M]

DDL CREATE TABLE IF NOT EXISTS $TABLE (K1 CHAR(1) NOT NULL, K2 VARCHAR NOT NULL, CF.A INTEGER, CF.B INTEGER, CF.C INTEGER, CF.D INTEGER, CF.E INTEGER, CF.F INTEGER CONSTRAINT PK PRIMARY KEY (K1,K2)) SPLIT ON ('B','C','D');CREATE TABLE IF NOT EXISTS $TABLE_UPSERTSELECT (K1 CHAR(1) NOT NULL, K2 VARCHAR NOT NULL, CF.A INTEGER, CF.B INTEGER, CF.C INTEGER, CF.D INTEGER, CF.E INTEGER, CF.F INTEGER CONSTRAINT PK PRIMARY KEY (K1,K2)) SPLIT ON ('B','C','D')

DATA GENERATOR
STRING :: Values: A|B|C|D
STRING :: Length: 10 Values: SEQUENTIAL
INTEGER :: Max. Value: 100 Values: RANDOM
INTEGER :: Max. Value: 1000 Values: RANDOM
INTEGER :: Max. Value: 2000 Values: RANDOM
INTEGER :: Max. Value: 5000 Values: RANDOM
INTEGER :: Max. Value: 10000 Values: RANDOM
INTEGER :: Max. Value: 15000 Values: RANDOM

select count(1) from TABLE_1CF where K1 in ('A', 'B', 'C', 'D')

1.93s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.18s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(1) from TABLE_1CF where K1 in ('A', 'C')

0.86s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

2.87s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF where f < 1000

1.44s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.46s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select a,b,c,d,e,f from TABLE_1CF where B>1000 and B<2000 and f>1000 and f<2000

1.76s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.78s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select sum(a),sum(b),sum(c),sum(d) from TABLE_1CF group by K1

2.62s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.11s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF group by A

1.45s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.32s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF group by B

2.35s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.37s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF where f < 10000

1.64s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.96s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA TABLE_1CF [2000000 ROWS]

145.82s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

172.2s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

WIDE_PK

ROWS 2000000 [2M]

DDL CREATE TABLE IF NOT EXISTS $TABLE (mypk CHAR(500) NOT NULL PRIMARY KEY,CF.column1 INTEGER,CF.column2 INTEGER,CF.column3 INTEGER,CF.column4 INTEGER,CF.column5 INTEGER) SALT_BUCKETS=4;

DATA GENERATOR
STRING :: Length: 500 Values: SEQUENTIAL
INTEGER :: Values: SEQUENTIAL
INTEGER :: Max. Value: 100 Values: RANDOM
INTEGER :: Max. Value: 100 Values: RANDOM
INTEGER :: Max. Value: 100 Values: RANDOM
INTEGER :: Max. Value: 100 Values: RANDOM

select count(*) from WIDE_PK

3.46s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

3.81s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from WIDE_PK where column2<10

3.19s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

4.51s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select * from WIDE_PK order by mypk DESC limit 10

0.14s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

0.01s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

select count(*) from WIDE_PK where column2<50 and column3<50 and column4<50 and column5<50

3.64s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

5.45s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA WIDE_PK [2000000 ROWS]

308.03s V4.8.0-HBASE-0.98-0.98.17-HADOOP2

376.16s V4.10.0-HBASE-0.98-0.98.17-HADOOP2

Note: Hover over version label to see Phoenix Query Explain Plan.