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Page 1 © Hortonworks Inc. 2011 – 2014. All Rights Reserved
Bay Area Hive Contributor Meetup
16-Nov-2015
LLAP: Live Long and Process!
Page 2 © Hortonworks Inc. 2011 – 2014. All Rights Reserved
Sub-Second Hive with LLAP
Sub Second:• LLAP: Persistent server to instantly execute SQL queries.• Caches hottest data in RAM.• Overcomes latencies associated with Hive on Tez or Hive on Spark.
SQL Compatibility:• 100% Compatible with SQL.• Compatible with existing tools (BI, ETL, etc.)
Security:• Security via HiveServer2.• Integrates with Apache Ranger. Hadoop
NodeHadoop
NodeHadoop
Node
Vector Cache
LLAPServer
Vector Cache
LLAPServer
Vector Cache
LLAPServer
HiveSever2
LLAP Servers(1 Per Hadoop Node)
Hive SQL
Page 3 © Hortonworks Inc. 2011 – 2014. All Rights Reserved
LLAP
Failure Tolerance
Concurrency & Pre-emption
ACID Transactions
No MPP Hotspots
Data overflow to disk
Elastic scale up/down
YARN native application
HadoopNode
HadoopNode
HadoopNode
Vector Cache
LLAPServer
Vector Cache
LLAPServer
Vector Cache
LLAPServer
HiveSever2
LLAP Servers(1 Per Hadoop Node)
Hive SQL
Page 4 © Hortonworks Inc. 2011 – 2014. All Rights Reserved
TPC-DS Query55-- monthly sales by brand managerselect i_brand_id brand_id, i_brand brand,
sum(ss_ext_sales_price) ext_price
from date_dim, store_sales, item
where date_dim.d_date_sk = store_sales.ss_sold_date_sk
and store_sales.ss_item_sk = item.i_item_sk
and i_manager_id=${RANDOM_MANAGER}
and d_moy=${RANDOM_MONTH}
and d_year=${RANDOM_YEAR}
group by i_brand, i_brand_id
order by ext_price desc, i_brand_id
limit 100 ;
Page 5 © Hortonworks Inc. 2011 – 2014. All Rights Reserved
LLAP demo!
Page 6 © Hortonworks Inc. 2011 – 2014. All Rights Reserved
Page 7 © Hortonworks Inc. 2011 – 2014. All Rights Reserved
1 2 4 80
1000
2000
3000
4000
5000
6000
7000
TPC-DS Q55 @ 10Tb scale (LLAP) x 256 runs
25th Percentile50th Percentile75th Percentile100th Percentile
Concurrency
Que
ry L
aten
cy (m
s)
Page 8 © Hortonworks Inc. 2011 – 2014. All Rights Reserved
Median 95th Percentile0
500
1000
1500
2000
2500
3000
3500
0
5000000
10000000
15000000
20000000
25000000
30000000
35000000
LLAP Execution610
LLAP Execution900
Compile762
Compile1054
25,212,844 million rows
32,167,663 million rows
TPC-DS Q55 (@200Gb) - 1000 runs
LLAP Execution Compile DAG Build Tez Client Tez AM Rows Scanned
Mill
seco
nds
Row
s Sc
anne
d
Page 9 © Hortonworks Inc. 2011 – 2014. All Rights Reserved
2 22 42 62 82 1021221421621822022222422622823023223423623824024224424624825025225425625826026226426626827027227427627828028228428628829029229429629820%
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TPC-DS Q55 (@200Gb) - Latency Fractions across 1000 runs
LLAP Execution DAG Build Tez Client Tez AM Compile
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