Apache Phoenix Performance Result :: Tue Jan 09 16:18:18 PST 2018

Test Suite: STANDARD

Queries by Category



Aggregation

select count(*) from AGGREGATION_TABLE
2.76s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.78s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(1) from AGGREGATION_TABLE group by HOST
3.36s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.77s 4.X-HBASE-0.98-0.98.17-HADOOP2

select core, count(1) from AGGREGATION_TABLE group by CORE
3.9s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.26s 4.X-HBASE-0.98-0.98.17-HADOOP2

select core, host, sum(ACTIVE_VISITOR) from AGGREGATION_TABLE group by core, host
6.84s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.69s 4.X-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'
SQL Exception - Check logs for V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.72s 4.X-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
4.34s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.38s 4.X-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)
6.7s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.15s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(active_visitor) count from AGGREGATION_TABLE
4.91s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
5.22s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(distinct active_visitor) count from AGGREGATION_TABLE
5.56s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
5.1s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core), count(db), count(active_visitor) from AGGREGATION_TABLE
6.94s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.84s 4.X-HBASE-0.98-0.98.17-HADOOP2

select core, count(db) count from AGGREGATION_TABLE group by CORE
4.84s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
5.12s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core < 10 and db < 200
4.32s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.21s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core < 10 and active_visitor < 1000
6.5s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.04s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core > 90
3.94s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.91s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from WIDE_PK
4.3s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.58s 4.X-HBASE-0.98-0.98.17-HADOOP2


Aggregation with filter no non-pk

select count(*) from TABLE_6CF where f < 10000
1.92s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
1.64s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF where f < 10000
4.11s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.95s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from WIDE_PK where column2<10
4.96s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
5.37s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from WIDE_PK where column2<50 and column3<50 and column4<50 and column5<50
5.78s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.74s 4.X-HBASE-0.98-0.98.17-HADOOP2


ColumnFamilies-Single

select count(1) from TABLE_6CF where K1 in ('A', 'B', 'C', 'D')
1.98s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.07s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(1) from TABLE_6CF where K1 in ('A', 'C')
1.48s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
1.63s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_6CF where f < 1000
1.65s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
1.38s 4.X-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
2.9s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.39s 4.X-HBASE-0.98-0.98.17-HADOOP2

select sum(a),sum(b),sum(c),sum(d) from TABLE_6CF group by K1
7.93s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
7.37s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(1) from TABLE_1CF where K1 in ('A', 'B', 'C', 'D')
3.38s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.41s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(1) from TABLE_1CF where K1 in ('A', 'C')
2.67s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.02s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF where f < 1000
3.76s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.5s 4.X-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
4.49s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.97s 4.X-HBASE-0.98-0.98.17-HADOOP2

select sum(a),sum(b),sum(c),sum(d) from TABLE_1CF group by K1
4.6s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.94s 4.X-HBASE-0.98-0.98.17-HADOOP2


Count Distinct

select count(distinct core), count(distinct db), count(distinct active_visitor) from AGGREGATION_TABLE
8.3s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
8.29s 4.X-HBASE-0.98-0.98.17-HADOOP2

select core, count(distinct db) count from AGGREGATION_TABLE group by CORE
6.46s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.62s 4.X-HBASE-0.98-0.98.17-HADOOP2


IN/LIKE Clause

select count(core) from AGGREGATION_TABLE where core IN (1,25,50,75,100)
3.9s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.57s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(1) from IN_LIKE_TABLE where K1 in ('Z', 'D', 'F', 'X')
1.31s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
1.38s 4.X-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 V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.01s 4.X-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 V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.02s 4.X-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%'
3.66s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.49s 4.X-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%')
2.71s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.95s 4.X-HBASE-0.98-0.98.17-HADOOP2


Index

select count(*) from INDEXED_TABLE
5.75s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.04s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+ INDEX(INDEXED_TABLE ids1 ids2 ids3 ids4) */ count(*) from INDEXED_TABLE
5.62s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.03s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(*) from INDEXED_TABLE
1.69s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.28s 4.X-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
1.33s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
1.35s 4.X-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
3.87s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.18s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core IN (1,100)
0.07s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.08s 4.X-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)
0.1s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.11s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core IN (1,100)
3.22s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.24s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core IN (1,25,50,75,100)
0.24s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.24s 4.X-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)
0.4s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.41s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core IN (1,25,50,75,100)
3.31s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.21s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core < 10 and db < 200
0.64s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.68s 4.X-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
8.63s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
9.33s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core < 10 and db < 200
3.8s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.19s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core < 100 and db < 2000
8.59s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
8.45s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core < 100 and db < 2000
4.69s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.36s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core > 90
0.42s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.44s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core > 90
3.53s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.37s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core > 0
4.42s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.53s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core > 0
3.92s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.73s 4.X-HBASE-0.98-0.98.17-HADOOP2

select db from INDEXED_TABLE where db >5 and db <7 order by db
0.05s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.06s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ db from INDEXED_TABLE where db >5 and db <7 order by db
3.87s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.62s 4.X-HBASE-0.98-0.98.17-HADOOP2

select db from INDEXED_TABLE order by db limit 10
0.02s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.02s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ db from INDEXED_TABLE order by db limit 10
2.85s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.88s 4.X-HBASE-0.98-0.98.17-HADOOP2


Index Creation After Data

CREATE INDEX idx5 ON INDEXED_TABLE (CORE) INCLUDE (DB,ACTIVE_VISITOR)
48.6s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
55.47s 4.X-HBASE-0.98-0.98.17-HADOOP2


LIMIT

select * from AGGREGATION_TABLE LIMIT 100
0.02s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.02s 4.X-HBASE-0.98-0.98.17-HADOOP2


Large Group By

select count(*) from TABLE_6CF group by A
2.22s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.15s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_6CF group by B
3.59s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.25s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF group by A
3.41s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.15s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF group by B
3.48s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.36s 4.X-HBASE-0.98-0.98.17-HADOOP2


Load Data

LOAD DATA AGGREGATION_TABLE [2000000 ROWS]
238.2s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
237.6s 4.X-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA IN_LIKE_TABLE [2000000 ROWS]
201.97s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
196.11s 4.X-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA INDEXED_TABLE [2000000 ROWS]
577.17s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
564.29s 4.X-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA TABLE_6CF [2000000 ROWS]
217.88s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
207.39s 4.X-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA SALTED_TABLE [2000000 ROWS]
224.47s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
221.43s 4.X-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA TABLE_1CF [2000000 ROWS]
205.88s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
202.6s 4.X-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA WIDE_PK [2000000 ROWS]
398.32s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
415.7s 4.X-HBASE-0.98-0.98.17-HADOOP2


Percentile

select percentile_cont(0.9) within group (order by active_visitor asc) from AGGREGATION_TABLE
5.24s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
5.32s 4.X-HBASE-0.98-0.98.17-HADOOP2

select percentile_cont(0.1) within group (order by active_visitor desc) from AGGREGATION_TABLE
5.5s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.88s 4.X-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
8.39s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
8.17s 4.X-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
6.53s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.61s 4.X-HBASE-0.98-0.98.17-HADOOP2


Reverse Scan

select * from WIDE_PK order by mypk DESC limit 10
0.03s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.02s 4.X-HBASE-0.98-0.98.17-HADOOP2


Salting

select count(1) from SALTED_TABLE where K1 in ('A', 'B', 'C', 'D')
2.96s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.92s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from SALTED_TABLE where D < 1000
1.78s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
1.87s 4.X-HBASE-0.98-0.98.17-HADOOP2

select avg(c),avg(d) from SALTED_TABLE group by K1
5.48s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
5.9s 4.X-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
2.76s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.78s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(1) from AGGREGATION_TABLE group by HOST
3.36s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.77s 4.X-HBASE-0.98-0.98.17-HADOOP2

select core, count(1) from AGGREGATION_TABLE group by CORE
3.9s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.26s 4.X-HBASE-0.98-0.98.17-HADOOP2

select core, host, sum(ACTIVE_VISITOR) from AGGREGATION_TABLE group by core, host
6.84s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.69s 4.X-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'
SQL Exception - Check logs for V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.72s 4.X-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
4.34s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.38s 4.X-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)
6.7s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.15s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(active_visitor) count from AGGREGATION_TABLE
4.91s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
5.22s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(distinct active_visitor) count from AGGREGATION_TABLE
5.56s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
5.1s 4.X-HBASE-0.98-0.98.17-HADOOP2

select percentile_cont(0.9) within group (order by active_visitor asc) from AGGREGATION_TABLE
5.24s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
5.32s 4.X-HBASE-0.98-0.98.17-HADOOP2

select percentile_cont(0.1) within group (order by active_visitor desc) from AGGREGATION_TABLE
5.5s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.88s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core), count(db), count(active_visitor) from AGGREGATION_TABLE
6.94s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.84s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(distinct core), count(distinct db), count(distinct active_visitor) from AGGREGATION_TABLE
8.3s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
8.29s 4.X-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
8.39s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
8.17s 4.X-HBASE-0.98-0.98.17-HADOOP2

select core, count(db) count from AGGREGATION_TABLE group by CORE
4.84s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
5.12s 4.X-HBASE-0.98-0.98.17-HADOOP2

select core, count(distinct db) count from AGGREGATION_TABLE group by CORE
6.46s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.62s 4.X-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
6.53s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.61s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core IN (1,25,50,75,100)
3.9s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.57s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core < 10 and db < 200
4.32s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.21s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core < 10 and active_visitor < 1000
6.5s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.04s 4.X-HBASE-0.98-0.98.17-HADOOP2

select * from AGGREGATION_TABLE LIMIT 100
0.02s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.02s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from AGGREGATION_TABLE where core > 90
3.94s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.91s 4.X-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA AGGREGATION_TABLE [2000000 ROWS]
238.2s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
237.6s 4.X-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')
1.31s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
1.38s 4.X-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 V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.01s 4.X-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 V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.02s 4.X-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%'
3.66s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.49s 4.X-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%')
2.71s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.95s 4.X-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA IN_LIKE_TABLE [2000000 ROWS]
201.97s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
196.11s 4.X-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);CREATE INDEX ids2 ON $TABLE (DB) SALT_BUCKETS=2;CREATE INDEX ids3 ON $TABLE (DB,ACTIVE_VISITOR);CREATE INDEX ids4 ON $TABLE (CORE,DB,ACTIVE_VISITOR) SALT_BUCKETS=2;

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
5.75s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.04s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+ INDEX(INDEXED_TABLE ids1 ids2 ids3 ids4) */ count(*) from INDEXED_TABLE
5.62s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.03s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(*) from INDEXED_TABLE
1.69s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.28s 4.X-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
1.33s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
1.35s 4.X-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
3.87s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.18s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core IN (1,100)
0.07s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.08s 4.X-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)
0.1s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.11s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core IN (1,100)
3.22s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.24s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core IN (1,25,50,75,100)
0.24s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.24s 4.X-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)
0.4s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.41s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core IN (1,25,50,75,100)
3.31s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.21s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core < 10 and db < 200
0.64s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.68s 4.X-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
8.63s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
9.33s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core < 10 and db < 200
3.8s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.19s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core < 100 and db < 2000
8.59s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
8.45s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core < 100 and db < 2000
4.69s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.36s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core > 90
0.42s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.44s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core > 90
3.53s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.37s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(core) from INDEXED_TABLE where core > 0
4.42s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.53s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ count(core) from INDEXED_TABLE where core > 0
3.92s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.73s 4.X-HBASE-0.98-0.98.17-HADOOP2

select db from INDEXED_TABLE where db >5 and db <7 order by db
0.05s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.06s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ db from INDEXED_TABLE where db >5 and db <7 order by db
3.87s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.62s 4.X-HBASE-0.98-0.98.17-HADOOP2

select db from INDEXED_TABLE order by db limit 10
0.02s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.02s 4.X-HBASE-0.98-0.98.17-HADOOP2

select /*+NO_INDEX*/ db from INDEXED_TABLE order by db limit 10
2.85s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.88s 4.X-HBASE-0.98-0.98.17-HADOOP2

CREATE INDEX idx5 ON INDEXED_TABLE (CORE) INCLUDE (DB,ACTIVE_VISITOR)
48.6s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
55.47s 4.X-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA INDEXED_TABLE [2000000 ROWS]
577.17s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
564.29s 4.X-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')
1.98s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.07s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(1) from TABLE_6CF where K1 in ('A', 'C')
1.48s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
1.63s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_6CF where f < 1000
1.65s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
1.38s 4.X-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
2.9s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.39s 4.X-HBASE-0.98-0.98.17-HADOOP2

select sum(a),sum(b),sum(c),sum(d) from TABLE_6CF group by K1
7.93s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
7.37s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_6CF group by A
2.22s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.15s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_6CF group by B
3.59s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.25s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_6CF where f < 10000
1.92s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
1.64s 4.X-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA TABLE_6CF [2000000 ROWS]
217.88s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
207.39s 4.X-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')
2.96s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
2.92s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from SALTED_TABLE where D < 1000
1.78s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
1.87s 4.X-HBASE-0.98-0.98.17-HADOOP2

select avg(c),avg(d) from SALTED_TABLE group by K1
5.48s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
5.9s 4.X-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA SALTED_TABLE [2000000 ROWS]
224.47s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
221.43s 4.X-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')
3.38s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.41s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(1) from TABLE_1CF where K1 in ('A', 'C')
2.67s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.02s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF where f < 1000
3.76s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.5s 4.X-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
4.49s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.97s 4.X-HBASE-0.98-0.98.17-HADOOP2

select sum(a),sum(b),sum(c),sum(d) from TABLE_1CF group by K1
4.6s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.94s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF group by A
3.41s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.15s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF group by B
3.48s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.36s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from TABLE_1CF where f < 10000
4.11s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
3.95s 4.X-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA TABLE_1CF [2000000 ROWS]
205.88s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
202.6s 4.X-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
4.3s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
4.58s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from WIDE_PK where column2<10
4.96s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
5.37s 4.X-HBASE-0.98-0.98.17-HADOOP2

select * from WIDE_PK order by mypk DESC limit 10
0.03s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
0.02s 4.X-HBASE-0.98-0.98.17-HADOOP2

select count(*) from WIDE_PK where column2<50 and column3<50 and column4<50 and column5<50
5.78s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
6.74s 4.X-HBASE-0.98-0.98.17-HADOOP2

LOAD DATA WIDE_PK [2000000 ROWS]
398.32s V4.10.0-HBASE-0.98-0.98.17-HADOOP2
415.7s 4.X-HBASE-0.98-0.98.17-HADOOP2



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