Amazon EMR Release Guide

223 Pages·2017·4 MB·English

by  Amazon Web Services

Amazon EMR
Amazon EMR Release Guide
Amazon EMR Amazon EMR Release Guide
Amazon EMR: Amazon EMR Release Guide
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Amazon EMR Amazon EMR Release Guide
Table of Contents
About Amazon EMR Releases............................................................................................................... 1
Amazon EMR 6.x release versions ................................................................................................. 2
Application versions in Amazon EMR 6.x releases ................................................................... 2
emr-6.9.0.......................................................................................................................... 2
emr-6.8.0........................................................................................................................ 19
emr-6.7.0........................................................................................................................ 36
emr-6.6.0........................................................................................................................ 53
emr-6.5.0........................................................................................................................ 71
emr-6.4.0........................................................................................................................ 87
emr-6.3.1...................................................................................................................... 106
emr-6.3.0...................................................................................................................... 121
emr-6.2.1...................................................................................................................... 140
emr-6.2.0...................................................................................................................... 155
emr-6.1.1...................................................................................................................... 174
emr-6.1.0...................................................................................................................... 185
emr-6.0.1...................................................................................................................... 200
emr-6.0.0...................................................................................................................... 210
Amazon EMR 5.x release versions ............................................................................................. 222
Application versions in Amazon EMR 5.x releases ................................................................ 224
emr-5.36.0..................................................................................................................... 224
emr-5.35.0..................................................................................................................... 239
emr-5.34.0..................................................................................................................... 255
emr-5.33.1..................................................................................................................... 269
emr-5.33.0..................................................................................................................... 286
emr-5.32.1..................................................................................................................... 299
emr-5.32.0..................................................................................................................... 312
emr-5.31.1..................................................................................................................... 328
emr-5.31.0..................................................................................................................... 339
emr-5.30.2..................................................................................................................... 352
emr-5.30.1..................................................................................................................... 363
emr-5.30.0..................................................................................................................... 376
emr-5.29.0..................................................................................................................... 388
emr-5.28.1..................................................................................................................... 399
emr-5.28.0..................................................................................................................... 409
emr-5.27.1..................................................................................................................... 420
emr-5.27.0..................................................................................................................... 430
emr-5.26.0..................................................................................................................... 440
emr-5.25.0..................................................................................................................... 451
emr-5.24.1..................................................................................................................... 462
emr-5.24.0..................................................................................................................... 472
emr-5.23.1..................................................................................................................... 482
emr-5.23.0..................................................................................................................... 491
emr-5.22.0..................................................................................................................... 501
emr-5.21.2..................................................................................................................... 512
emr-5.21.1..................................................................................................................... 521
emr-5.21.0..................................................................................................................... 531
emr-5.20.1..................................................................................................................... 541
emr-5.20.0..................................................................................................................... 550
emr-5.19.1..................................................................................................................... 561
emr-5.19.0..................................................................................................................... 570
emr-5.18.1..................................................................................................................... 580
emr-5.18.0..................................................................................................................... 589
emr-5.17.2..................................................................................................................... 598
emr-5.17.1..................................................................................................................... 607
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emr-5.17.0..................................................................................................................... 616
emr-5.16.1..................................................................................................................... 626
emr-5.16.0..................................................................................................................... 635
emr-5.15.1..................................................................................................................... 644
emr-5.15.0..................................................................................................................... 653
emr-5.14.2..................................................................................................................... 662
emr-5.14.1..................................................................................................................... 671
emr-5.14.0..................................................................................................................... 680
emr-5.13.1..................................................................................................................... 690
emr-5.13.0..................................................................................................................... 698
emr-5.12.3..................................................................................................................... 707
emr-5.12.2..................................................................................................................... 715
emr-5.12.1..................................................................................................................... 724
emr-5.12.0..................................................................................................................... 732
emr-5.11.4..................................................................................................................... 741
emr-5.11.3..................................................................................................................... 750
emr-5.11.2..................................................................................................................... 758
emr-5.11.1..................................................................................................................... 766
emr-5.11.0..................................................................................................................... 775
emr-5.10.1..................................................................................................................... 784
emr-5.10.0..................................................................................................................... 792
emr-5.9.1...................................................................................................................... 801
emr-5.9.0...................................................................................................................... 809
emr-5.8.3...................................................................................................................... 819
emr-5.8.2...................................................................................................................... 827
emr-5.8.1...................................................................................................................... 835
emr-5.8.0...................................................................................................................... 843
emr-5.7.1...................................................................................................................... 852
emr-5.7.0...................................................................................................................... 860
emr-5.6.1...................................................................................................................... 868
emr-5.6.0...................................................................................................................... 877
emr-5.5.4...................................................................................................................... 885
emr-5.5.3...................................................................................................................... 893
emr-5.5.2...................................................................................................................... 901
emr-5.5.1...................................................................................................................... 909
emr-5.5.0...................................................................................................................... 917
emr-5.4.1...................................................................................................................... 926
emr-5.4.0...................................................................................................................... 934
emr-5.3.2...................................................................................................................... 942
emr-5.3.1...................................................................................................................... 950
emr-5.3.0...................................................................................................................... 958
emr-5.2.3...................................................................................................................... 966
emr-5.2.2...................................................................................................................... 974
emr-5.2.1...................................................................................................................... 982
emr-5.2.0...................................................................................................................... 990
emr-5.1.1...................................................................................................................... 999
emr-5.1.0..................................................................................................................... 1006
emr-5.0.3..................................................................................................................... 1015
emr-5.0.0..................................................................................................................... 1022
Amazon EMR 4.x release versions ........................................................................................... 1031
Application versions in Amazon EMR 4.x releases .............................................................. 1032
Release version differences ............................................................................................ 1032
emr-4.9.6..................................................................................................................... 1056
emr-4.9.5..................................................................................................................... 1063
emr-4.9.4..................................................................................................................... 1071
emr-4.9.3..................................................................................................................... 1079
emr-4.9.2..................................................................................................................... 1087
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emr-4.9.1..................................................................................................................... 1095
emr-4.8.5..................................................................................................................... 1103
emr-4.8.4..................................................................................................................... 1110
emr-4.8.3..................................................................................................................... 1118
emr-4.8.2..................................................................................................................... 1126
emr-4.8.0..................................................................................................................... 1134
emr-4.7.4..................................................................................................................... 1142
emr-4.7.2..................................................................................................................... 1150
emr-4.7.1..................................................................................................................... 1157
emr-4.7.0..................................................................................................................... 1164
emr-4.6.0..................................................................................................................... 1173
emr-4.5.0..................................................................................................................... 1180
emr-4.4.0..................................................................................................................... 1186
emr-4.3.0..................................................................................................................... 1193
emr-4.2.0..................................................................................................................... 1200
emr-4.1.0..................................................................................................................... 1205
emr-4.0.0..................................................................................................................... 1210
2.x and 3.x AMI versions ........................................................................................................ 1214
Creating a cluster ......................................................................................................... 1215
Installing applications.................................................................................................... 1216
Customizing configurations............................................................................................ 1217
Hive............................................................................................................................ 1221
HBase.......................................................................................................................... 1227
Pig .............................................................................................................................. 1235
Spark.......................................................................................................................... 1238
S3DistCp...................................................................................................................... 1241
What's new?................................................................................................................................. 1243
Approach to mitigate CVE-2021-44228 .................................................................................. 1243
Amazon EMR bootstrap action solution for Log4j CVE-2021-44228 & CVE-2021-45046 .......... 1243
Frequently asked questions............................................................................................ 1248
Amazon EMR 6.9.0 ................................................................................................................ 1249
Amazon EMR 5.36.0 .............................................................................................................. 1251
SigV4 compatibility............................................................................................................... 1254
Archive................................................................................................................................ 1254
Release 6.9.0................................................................................................................ 1249
Release 6.8.0................................................................................................................ 1256
Release 6.7.0................................................................................................................ 1258
Release 6.6.0................................................................................................................ 1261
Release 5.35.0.............................................................................................................. 1264
Release 5.34.0.............................................................................................................. 1267
Release 6.5.0................................................................................................................ 1268
Release 6.4.0................................................................................................................ 1270
Release 5.32.0.............................................................................................................. 1275
Release 6.2.0................................................................................................................ 1278
Release 5.31.0.............................................................................................................. 1283
Release 6.1.0................................................................................................................ 1286
Release 6.0.0................................................................................................................ 1290
Release 5.30.1.............................................................................................................. 1293
Release 5.30.0.............................................................................................................. 1296
Release 5.29.0.............................................................................................................. 1299
Release 5.28.1.............................................................................................................. 1300
Release 5.28.0.............................................................................................................. 1301
Release 5.27.0.............................................................................................................. 1302
Release 5.26.0.............................................................................................................. 1304
Release 5.25.0.............................................................................................................. 1306
Release 5.24.1.............................................................................................................. 1307
Release 5.24.0.............................................................................................................. 1308
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Release 5.23.0.............................................................................................................. 1309
Release 5.22.0.............................................................................................................. 1311
Release 5.21.1.............................................................................................................. 1313
Release 5.21.0.............................................................................................................. 1313
Release 5.20.0.............................................................................................................. 1315
Release 5.19.0.............................................................................................................. 1317
Release 5.18.0.............................................................................................................. 1318
Release 5.17.1.............................................................................................................. 1319
Release 5.17.0.............................................................................................................. 1319
Release 5.16.0.............................................................................................................. 1320
Release 5.15.0.............................................................................................................. 1321
Release 5.14.1.............................................................................................................. 1322
Release 5.14.0.............................................................................................................. 1322
Release 5.13.0.............................................................................................................. 1323
Release 5.12.2.............................................................................................................. 1324
Release 5.12.1.............................................................................................................. 1324
Release 5.12.0.............................................................................................................. 1324
Release 5.11.3.............................................................................................................. 1325
Release 5.11.2.............................................................................................................. 1325
Release 5.11.1.............................................................................................................. 1326
Release 5.11.0.............................................................................................................. 1326
Release 5.10.0.............................................................................................................. 1327
Release 5.9.0................................................................................................................ 1328
Release 5.8.2................................................................................................................ 1329
Release 5.8.1................................................................................................................ 1330
Release 5.8.0................................................................................................................ 1330
Release 5.7.0................................................................................................................ 1331
Release 5.6.0................................................................................................................ 1332
Release 5.5.3................................................................................................................ 1332
Release 5.5.2................................................................................................................ 1332
Release 5.5.1................................................................................................................ 1333
Release 5.5.0................................................................................................................ 1333
Release 5.4.0................................................................................................................ 1334
Release 5.3.1................................................................................................................ 1335
Release 5.3.0................................................................................................................ 1335
Release 5.2.2................................................................................................................ 1335
Release 5.2.1................................................................................................................ 1335
Release 5.2.0................................................................................................................ 1336
Release 5.1.0................................................................................................................ 1337
Release 5.0.3................................................................................................................ 1337
Release 5.0.0................................................................................................................ 1338
Release 4.9.5................................................................................................................ 1339
Release 4.9.4................................................................................................................ 1339
Release 4.9.3................................................................................................................ 1339
Release 4.9.2................................................................................................................ 1339
Release 4.9.1................................................................................................................ 1340
Release 4.8.4................................................................................................................ 1340
Release 4.8.3................................................................................................................ 1340
Release 4.8.2................................................................................................................ 1341
Release 4.8.0................................................................................................................ 1341
Release 4.7.2................................................................................................................ 1342
Release 4.7.1................................................................................................................ 1342
Release 4.7.0................................................................................................................ 1342
Release 4.6.0................................................................................................................ 1344
Release 4.5.0................................................................................................................ 1345
Release 4.4.0................................................................................................................ 1345
Release 4.3.0................................................................................................................ 1346
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Release 4.2.0................................................................................................................ 1347
Configure applications................................................................................................................... 1349
Configure applications when you create a cluster ...................................................................... 1350
Supply a configuration in the console when you create a cluster ......................................... 1351
Supply a configuration using the AWS CLI when you create a cluster ................................... 1351
Supply a configuration using the Java SDK when you create a cluster .................................. 1351
Reconfigure an instance group in a running cluster ................................................................... 1352
Considerations when you reconfigure an instance group .................................................... 1352
Reconfigure an instance group in the console ................................................................... 1354
Reconfigure an instance group using the CLI .................................................................... 1355
Reconfigure an instance group using the Java SDK ............................................................ 1358
Troubleshoot................................................................................................................ 1359
Mask sensitive data ............................................................................................................... 1360
Configure applications to use a specific Java Virtual Machine ...................................................... 1361
Service ports................................................................................................................ 1362
Application users.......................................................................................................... 1363
Checking dependencies using the artifact repository ......................................................................... 1364
EMR File System (EMRFS) .............................................................................................................. 1366
Consistent view.................................................................................................................... 1367
Enable consistent view .................................................................................................. 1370
Understanding how EMRFS consistent view tracks objects in Amazon S3 .............................. 1371
Retry logic................................................................................................................... 1371
EMRFS consistent view metadata.................................................................................... 1372
Configure consistency notifications for CloudWatch and Amazon SQS .................................. 1374
Configure consistent view .............................................................................................. 1375
EMRFS CLI Command Reference ..................................................................................... 1378
Authorizing access to EMRFS data in Amazon S3 ...................................................................... 1385
Creating a custom credentials provider for EMRFS data in Amazon S3 .................................. 1385
Managing the default AWS Security Token Service endpoint ....................................................... 1386
Specifying Amazon S3 encryption using EMRFS properties ......................................................... 1387
Using AWS KMS keys for EMRFS encryption ..................................................................... 1388
Amazon S3 server-side encryption.................................................................................. 1388
Amazon S3 client-side encryption................................................................................... 1390
Delta Lake................................................................................................................................... 1395
Introduction to Delta Lake ..................................................................................................... 1395
Using a cluster with Delta Lake installed .................................................................................. 1395
Using a Delta Lake cluster with Spark ............................................................................. 1395
Use Delta Lake cluster with Spark and AWS Glue .............................................................. 1399
Use Delta Lake cluster with Trino .................................................................................... 1399
Considerations and limitations............................................................................................... 1400
Delta release history ............................................................................................................. 1401
Flink............................................................................................................................................ 1402
Creating a cluster with Flink .................................................................................................. 1403
Configuring Flink.................................................................................................................. 1404
Configuring Flink to Hive Metastore in Amazon EMR ......................................................... 1404
Configuring Flink using a configuration file ...................................................................... 1406
Working with Flink jobs in Amazon EMR .................................................................................. 1408
Start a Flink YARN application as a step on a long-running cluster ...................................... 1409
Submit work to an existing Flink application on a long-running cluster ................................ 1410
Submit a transient Flink job........................................................................................... 1411
Using the Scala shell............................................................................................................. 1412
Finding the Flink web interface .............................................................................................. 1413
Flink release history .............................................................................................................. 1414
Ganglia........................................................................................................................................ 1433
Create a cluster with Ganglia ................................................................................................. 1434
View Ganglia metrics............................................................................................................. 1435
Hadoop and Spark metrics in Ganglia...................................................................................... 1435
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Ganglia release history .......................................................................................................... 1436
Hadoop....................................................................................................................................... 1460
Configure Hadoop................................................................................................................. 1461
Hadoop daemon configuration settings........................................................................... 1461
Task configuration........................................................................................................ 1528
HDFS configuration....................................................................................................... 1610
Transparent encryption in HDFS on Amazon EMR ..................................................................... 1611
Configuring HDFS transparent encryption........................................................................ 1611
Considerations for HDFS transparent encryption ............................................................... 1613
Hadoop key management server.................................................................................... 1613
HDFS transparent encryption on EMR clusters with multiple master nodes ........................... 1615
Create or run a Hadoop application ........................................................................................ 1616
Build binaries using Amazon EMR ................................................................................... 1617
Process data with streaming .......................................................................................... 1618
Process data with a custom JAR ..................................................................................... 1622
Turn on non-uniform memory access awareness for YARN containers .......................................... 1624
Hadoop version history ......................................................................................................... 1625
Hadoop release notes by version .................................................................................... 1649
HBase.......................................................................................................................................... 1652
Creating a cluster with HBase ................................................................................................. 1654
Creating a cluster with HBase using the console ............................................................... 1654
Creating a cluster with HBase using the AWS CLI .............................................................. 1654
HBase on Amazon S3 (Amazon S3 storage mode) ..................................................................... 1655
Enabling HBase on Amazon S3 ....................................................................................... 1656
Using a read-replica cluster ............................................................................................ 1656
Persistent HFile tracking ................................................................................................ 1657
Operational considerations............................................................................................. 1658
Using the HBase shell........................................................................................................... 1661
Create a table.............................................................................................................. 1661
Put a value.................................................................................................................. 1661
Get a value.................................................................................................................. 1661
Delete a table.............................................................................................................. 1661
Access HBase tables with Hive ................................................................................................ 1662
Using HBase snapshots.......................................................................................................... 1663
Create a snapshot using a table...................................................................................... 1663
Delete a snapshot......................................................................................................... 1663
View snapshot info....................................................................................................... 1663
Export a snapshot to Amazon S3.................................................................................... 1663
Import snapshot from Amazon S3 .................................................................................. 1664
Restore a table from snapshots within the HBase shell ...................................................... 1664
Configure HBase................................................................................................................... 1665
Changes to memory allocation in YARN ........................................................................... 1666
HBase port numbers ..................................................................................................... 1666
HBase site settings to optimize...................................................................................... 1667
View the HBase user interface ................................................................................................ 1668
View HBase log files............................................................................................................. 1669
Monitor HBase with Ganglia................................................................................................... 1670
Migrating from previous HBase versions .................................................................................. 1671
HBase release history ............................................................................................................ 1671
HCatalog..................................................................................................................................... 1710
Creating a cluster with HCatalog ............................................................................................ 1711
Using HCatalog.................................................................................................................... 1711
Disable direct write when using HCatalog HStorer ............................................................ 1711
Create a table using the HCat CLI and use that data in Pig ................................................. 1712
Accessing the table using Spark SQL ............................................................................... 1713
Example: Create an HCatalog table and write to it using Pig ....................................................... 1714
HCatalog release history ........................................................................................................ 1714
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Hive............................................................................................................................................ 1744
Differences and considerations for Hive on Amazon EMR ........................................................... 1745
Differences between Apache Hive on Amazon EMR and Apache Hive ................................... 1745
Differences in Hive between Amazon EMR release version 4.x and 5.x .................................. 1746
Additional features of Hive on Amazon EMR .................................................................... 1746
Configure an external metastore for Hive ................................................................................ 1750
Using the AWS Glue Data Catalog as the metastore for Hive .............................................. 1751
Using an external MySQL database or Amazon Aurora ....................................................... 1755
Use the Hive JDBC driver ....................................................................................................... 1757
Improve Hive performance ..................................................................................................... 1758
Enabling Hive EMRFS S3 optimized committer ................................................................. 1759
Using S3 Select ............................................................................................................ 1759
MSCK Optimization....................................................................................................... 1761
Use Hive LLAP ...................................................................................................................... 1762
Enable LLAP................................................................................................................. 1762
Start LLAP on your cluster ............................................................................................. 1763
Check LLAP status........................................................................................................ 1763
Start or stop LLAP ........................................................................................................ 1763
Resize LLAP daemon count ............................................................................................ 1763
Encryption in Hive ................................................................................................................ 1764
Parquet modular encryption in Hive ................................................................................ 1764
In-transit encryption in HS2........................................................................................... 1766
Hive release history .............................................................................................................. 1767
Hive release notes by version......................................................................................... 1805
Hudi............................................................................................................................................ 1832
How Hudi works ................................................................................................................... 1833
Understanding dataset storage types: Copy on write vs. merge on read ................................ 1833
Registering a Hudi dataset with your metastore ................................................................ 1834
Considerations and limitations............................................................................................... 1834
Create a cluster with Hudi installed ......................................................................................... 1835
Work with a Hudi dataset ...................................................................................................... 1836
Initialize a Spark session for Hudi ................................................................................... 1837
Write to a Hudi dataset ................................................................................................. 1837
Upsert data.................................................................................................................. 1840
Delete a record ............................................................................................................. 1841
Read from a Hudi dataset .............................................................................................. 1841
Use the Hudi CLI.................................................................................................................. 1842
Hudi release history .............................................................................................................. 1843
Hue............................................................................................................................................. 1845
Supported and unsupported features of Hue on Amazon EMR .................................................... 1846
Connecting to the Hue web user interface ............................................................................... 1846
Using Hue with a remote database in Amazon RDS ................................................................... 1847
Troubleshooting............................................................................................................ 1848
Advanced configurations for Hue ............................................................................................ 1848
Configure Hue for LDAP users ........................................................................................ 1849
Hue release history ............................................................................................................... 1851
Iceberg ........................................................................................................................................ 1875
How Iceberg works ............................................................................................................... 1875
Use a cluster with Iceberg ...................................................................................................... 1877
Use an Iceberg cluster with Spark ................................................................................... 1877
Use an Iceberg cluster with Trino .................................................................................... 1880
Considerations and limitations............................................................................................... 1882
Iceberg release history .......................................................................................................... 1882
Iceberg release notes by version ..................................................................................... 1882
Jupyter Notebook......................................................................................................................... 1884
EMR Studio.......................................................................................................................... 1884
EMR Notebook..................................................................................................................... 1884
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JupyterHub.......................................................................................................................... 1884
Create a cluster with JupyterHub .................................................................................... 1887
Considerations when using JupyterHub on Amazon EMR .................................................... 1888
Configuring JupyterHub................................................................................................. 1888
Configuring persistence for notebooks in Amazon S3 ........................................................ 1889
Connecting to the master node and Notebook servers ....................................................... 1890
JupyterHub configuration and administration ................................................................... 1890
Adding Jupyter Notebook users and administrators ........................................................... 1891
Installing additional kernels and libraries......................................................................... 1899
JupyterHub release history ............................................................................................ 1901
Livy............................................................................................................................................. 1917
Enabling HTTPS.................................................................................................................... 1918
Livy release history ............................................................................................................... 1919
MXNet......................................................................................................................................... 1938
MXNet release history ........................................................................................................... 1939
Oozie.......................................................................................................................................... 1953
Using Oozie with a remote database in Amazon RDS ................................................................. 1954
Oozie release history ............................................................................................................. 1955
Phoenix....................................................................................................................................... 1981
Creating a cluster with Phoenix .............................................................................................. 1982
Customizing Phoenix configurations ................................................................................ 1983
Phoenix clients..................................................................................................................... 1983
Phoenix release history .......................................................................................................... 1986
Pig.............................................................................................................................................. 2024
Submit Pig work ................................................................................................................... 2025
Submit Pig work using the Amazon EMR console .............................................................. 2025
Submit Pig work using the AWS CLI ................................................................................ 2026
Call user-defined functions from Pig ....................................................................................... 2027
Call JAR files from Pig ................................................................................................... 2027
Call Python/Jython scripts from Pig ................................................................................ 2027
Pig release history ................................................................................................................ 2028
Presto and Trino ........................................................................................................................... 2057
Using Presto with the AWS Glue Data Catalog .......................................................................... 2058
Specifying AWS Glue Data Catalog as the metastore ......................................................... 2059
IAM permissions........................................................................................................... 1753
Considerations when using AWS Glue Data Catalog ........................................................... 2062
Using S3 Select Pushdown ..................................................................................................... 2063
Is S3 Select Pushdown right for my application? ............................................................... 2063
Considerations and limitations........................................................................................ 2063
Enabling S3 Select Pushdown with PrestoDB or Trino ........................................................ 2063
Adding database connectors .................................................................................................. 2064
Using SSL/TLS and LDAPS ..................................................................................................... 2065
Using LDAP authentication............................................................................................. 2066
Activating Presto strict mode ................................................................................................. 2071
Considerations.............................................................................................................. 2072
Handling Spot Instance loss in Presto ...................................................................................... 2072
Fault-tolerant execution......................................................................................................... 2073
Configuration............................................................................................................... 2073
Exchange Manager........................................................................................................ 2074
Considerations and limitations........................................................................................ 2075
Using Presto automatic scaling with Graceful Decommission ...................................................... 2075
Considerations with Presto on Amazon EMR ............................................................................. 2076
Presto command line executable.................................................................................... 2076
Non-configurable Presto deployment properties ............................................................... 2076
PrestoDB and Trino installation ...................................................................................... 2077
EMRFS and PrestoS3FileSystem configuration.................................................................. 2077
Default setting for end user impersonation ...................................................................... 2078
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