2.1.0-db3 cluster image

Databricks released this image in late March, 2017.

Important

This release has been deprecated. For more information about the Databricks Runtime deprecation policy and schedule, see Databricks runtime support lifecycle.

The following release notes provide information about the Spark 2.1.0-db3 cluster image powered by Apache Spark.

Changes and Improvements

  • Query Watchdog

The goal of this feature is creating an automatic mechanism for detecting and terminating queries, which produce excessive amount of rows at some point during their execution. This sometimes happens when clients unintentionally include joins create an explosion of data size (e.g., Cartesian products) in their queries. For details, see Handling large queries in interactive workflows.

  • Improved query push-down capability for the Redshift connector

The Redshift connector can now push more operations like filter, project, sort, and limit down to Redshift in many cases for better performance. See documentation for query pushdown in Query pushdown into Redshift.

  • Automatic JDBC SSL configuration for the Redshift connector

The Redshift connector now automatically configures SSL encryption for its JDBC connections. To disable automatic SSL configuration, use .option("autoenablessl", "false") on your DataFrameReader/Writer or put ?ssl=false in your JDBC connection string. For more information, see the Encryption section of the Redshift connector documentation.

  • Removed virtual memory limit on R processes in Databricks.

Previously R processes were launched with 10GB virtual memory constraint. With much larger instances and more need for single node analysis in R notebooks, we removed that limit.

  • Bug fixes and stability improvements to Spark.

Apache Spark

The 2.1.0-db3 cluster image includes Apache Spark 2.1.0. In addition to 2.1.0-db2cluster image, the 2.1.0-db3 cluster image also includes the following extra bug fixes and improvements made to Spark:

  • [SPARK-19218] SET -v should not cause a NPE when a configuration uses NULL as its default value

  • [SPARK-19650] Commands should not trigger a Spark job

  • [SPARK-19682][SPARKR] Issue warning (or error) when subset method “[[” takes vector index

  • [SPARK-19652][UI] Do auth checks for REST API access (branch-2.1).

  • [SPARK-19617][SS] Fix the race condition when starting and stopping a query quickly (branch-2.1)

  • Open up visibility. This is a subset of upstream SPARK-19669.

  • [SPARK-19646][CORE][STREAMING] binaryRecords replicates records in scala API

  • [SPARK-18975][CORE] Add an API to remove SparkListener

  • [SPARK-19447] Make Range operator generate “recordsRead” metric

  • [SPARK-19517][SS] KafkaSource fails to initialize partition offsets

  • [SPARK-19500] [SQL] Fix off-by-one bug in BytesToBytesMap

  • [SPARK-19622][WEBUI] Fix a http error in a paged table when using a Go button to search.

  • [SPARK-15214][SQL] Code-generation for Generate

  • [SPARK-19603][SS] Fix StreamingQuery explain command

  • [SPARK-19599][SS] Clean up HDFSMetadataLog

  • [SPARK-18555][SQL] DataFrameNaFunctions.fill miss up original values …

  • [SPARK-19399][SPARKR] Add R coalesce API for DataFrame and Column

  • [SPARK-19607] Finding QueryExecution that matches provided executionId

  • [SPARK-19584][SS][DOCS] update structured streaming documentation around batch mode

  • [SPARK-19387][SPARKR] Tests do not run with SparkR source package in CRAN check

  • [SPARK-19459][SQL] Add Hive datatype (char/varchar) to StructField metadata

  • [SPARK-19548][SQL] Support Hive UDFs which return typed Lists/Maps

  • [SPARK-19585][DOC][SQL] Fix the cacheTable and uncacheTable api call in the doc

  • [SPARK-19520][STREAMING] Do not encrypt data written to the WAL.

  • [SPARK-19529] TransportClientFactory.createClient() shouldn’t call awaitUninterruptibly()

  • [HOTFIX][SPARK-19542] <[https://issues.apache.org/jira/browse/SPARK-19542](https://issues.apache.org/jira/browse/SPARK-19542)>_[SS]Fix the missing import in DataStreamReaderWriterSuite

  • [SPARK-17714][CORE][TEST-MAVEN][TEST-HADOOP2.6] Avoid using ExecutorClassLoader to load Netty generated classes

  • [SPARK-19542][SS] Delete the temp checkpoint if a query is stopped without errors

  • [SPARK-19514] Enhancing the test for Range interruption.

  • [SPARK-19506][ML][PYTHON] Import warnings in pyspark.ml.util

  • [SPARK-19574][ML][DOCUMENTATION] Fix Liquid Exception: Start indices amount is not equal to end indices amount

  • [SPARK-19564][SPARK-19559][SS][KAFKA] KafkaOffsetReader’s consumers should not be in the same group

  • [SPARK-19319][BACKPORT-2.1][SPARKR] SparkR Kmeans summary returns error when the cluster size doesn’t equal to k

  • [SPARK-19342][SPARKR] bug fixed in collect method for collecting timestamp column

  • [SPARK-18717][SQL] Make code generation for Scala Map work with immutable.Map also

  • [SPARK-19549] Allow providing reason for stage/job cancelling

  • [SPARK-19543] from_json fails when the input row is empty

  • [SPARK-19512][BACKPORT-2.1][SQL] codegen for compare structs fails #16852

  • [SPARK-19509][SQL] Grouping Sets do not respect nullable grouping columns

  • [SPARK-19481] [REPL] [MAVEN] Avoid to leak SparkContext in Signaling.cancelOnInterrupt

  • [SPARK-19514] Making range interruptible.

  • [SPARK-19495][SQL] Make SQLConf slightly more extensible

  • [SPARK-18609][SPARK-18841][SQL][BACKPORT-2.1] Fix redundant Alias removal in the optimizer

  • [SPARK-19499][SS] Add more notes in the comments of Sink.addBatch()

  • [SPARK-18682][SS] Batch Source for Kafka

  • Revert “[SPARK-18609][SPARK-18841][SQL] Fix redundant Alias removal in the optimizer”

  • [SPARK-18609][SPARK-18841][SQL] Fix redundant Alias removal in the optimizer

  • [SPARK-18362][SQL] Use TextFileFormat in implementation of CSVFileFormat

  • [SPARK-19444][ML][DOCUMENTATION] Fix imports not being present in documentation

  • [SPARK-19407][SS] defaultFS is used FileSystem.get instead of getting it from uri scheme

  • [SPARK-19472][SQL] Parser should not mistake CASE WHEN(…) for a function call

  • [SPARK-19432][CORE] Fix an unexpected failure when connecting timeout

  • [SPARK-19377][WEBUI][CORE] Killed tasks should have the status as KILLED

  • [SPARK-19410][DOC] Fix brokens links in ml-pipeline and ml-tuning

  • [SPARK-19378][SS] Ensure continuity of stateOperator and eventTime metrics even if there is no new data in trigger

  • [SPARK-19406][SQL] Fix function to_json to respect user-provided options

  • [SPARK-19396][DOC] JDBC Options are Case In-sensitive

  • [SPARK-19324][SPARKR] Spark VJM stdout output is getting dropped in SparkR

  • [SPARK-19333][SPARKR] Add Apache License headers to R files

  • [SPARK-18788][SPARKR] Add API for getNumPartitions

  • [SPARK-19220][UI] Make redirection to HTTPS apply to all URIs. (branch-2.1)

  • [SPARK-19338][SQL] Add UDF names in explain

  • [SPARK-14804][SPARK][GRAPHX] Fix checkpointing of VertexRDD/EdgeRDD

  • [SPARK-19064][PYSPARK] Fix pip installing of sub components

  • [SPARK-19307][PYSPARK] Make sure user conf is propagated to SparkContext.

  • [SPARK-18863][SQL] Output non-aggregate expressions without GROUP BY in a subquery does not yield an error

  • [SPARK-16046][DOCS] Aggregations in the Spark SQL programming guide

  • [SPARK-19330][DSTREAMS] Also show tooltip for successful batches

  • [SPARK-19017][SQL] NOT IN subquery with more than one column may return incorrect results

  • [SPARK-16473][MLLIB] Fix BisectingKMeans Algorithm failing in edge case

  • [SPARK-18823][SPARKR] add support for assigning to column

  • [SPARK-19268][SS] Disallow adaptive query execution for streaming queries

  • [SPARK-9435][SQL] Reuse function in Java UDF to correctly support expressions that require equality comparison between ScalaUDF

  • [SPARK-19306][CORE] Fix inconsistent state in DiskBlockObject when expection occurred

  • [SPARK-19155][ML] Make family case insensitive in GLM

  • [SPARK-19155][ML] MLlib GeneralizedLinearRegression family and link should case insensitive

  • [SPARK-19267][SS] Fix a race condition when stopping StateStore

  • [SPARK-18589][SQL] Fix Python UDF accessing attributes from both side of join

Known Issues

  • Log links on the executor page are not set correctly. Please use the worker page to access stdout and stderr links of an executor for now.

System Environment

  • Operating System: Ubuntu 16.04.1 LTS

  • Java: 1.8.0_111

  • Scala: 2.10.6 (Scala 2.10 cluster version)/2.11.8 (Scala 2.11 cluster version)

  • Python: 2.7.12 (or 3.5.2 if using Python 3)

  • R: R version 3.2.3 (2015-12-10)

Pre-installed Python Libraries

Library

Version

Library

Version

Library

Version

ansi2html

1.1.1

argparse

1.2.1

boto

2.42.0

boto3

1.4.1

botocore

1.4.70

brewer2mpl

1.4.1

certifi

2016.2.28

cffi

1.7.0

chardet

2.3.0

colorama

0.3.7

configobj

5.0.6

cryptography

1.5

cycler

0.10.0

Cython

0.24.1

decorator

4.0.10

docutils

0.13.1

enum34

1.1.6

et-xmlfile

1.0.1

freetype-py

1.0.2

funcsigs

1.0.2

fusepy

2.0.4

futures

3.0.5

ggplot

0.6.8

html5lib

0.999

idna

2.1

ipaddress

1.0.16

ipython

2.2.0

ipython-genutils

0.1.0

jdcal

1.2

Jinja2

2.8

jmespath

0.9.0

llvmlite

0.13.0

lxml

3.6.4

MarkupSafe

0.23

matplotlib

1.5.3

mpld3

0.2

msgpack-python

0.4.7

ndg-httpsclient

0.3.3

numba

0.28.1

numpy

1.11.1

openpyxl

2.3.2

pandas

0.18.1

pathlib2

2.1.0

patsy

0.4.1

pexpect

4.0.1

pickleshare

0.7.4

Pillow

3.3.1

pip

9.0.1

pkg_resources

0.0.0

ply

3.9

prompt-toolkit

1.0.7

psycopg2

2.6.2

ptyprocess

0.5.1

py4j

0.10.3

pyasn1

0.1.9

pycparser

2.14

Pygments

2.1.3

PyGObject

3.20.0

pyOpenSSL

16.0.0

pyparsing

2.1.4

pypng

0.0.18

Python

2.7.12

python-dateutil

2.5.3

python-geohash

0.8.5

pytz

2016.6.1

requests

2.11.1

s3transfer

0.1.9

scikit-learn

0.17.1

scipy

0.18.1

scour

0.32

seaborn

0.7.1

setuptools

32.3.1

simplejson

3.8.2

simples3

1.0

singledispatch

3.4.0.3

six

1.10.0

statsmodels

0.6.1

traitlets

4.3.0

urllib3

1.19.1

virtualenv

15.0.1

wcwidth

0.1.7

wheel

0.30.0a0

wsgiref

0.1.2

Pre-installed R Libraries

Library

Version

Library

Version

Library

Version

abind

1.4-3

assertthat

0.1

base

3.2.3

BH

1.60.0-2

bitops

1.0-6

boot

1.3-17

brew

1.0-6

car

2.1-3

caret

6.0-71

chron

2.3-47

class

7.3-14

cluster

2.0.5

codetools

0.2-14

colorspace

1.2-4

compiler

3.2.3

crayon

1.3.1

curl

2.2

data.table

1.9.6

datasets

3.2.3

DBI

0.5-1

devtools

1.12.0

dichromat

2.0-0

digest

0.6.9

doMC

1.3.4

dplyr

0.5.0

foreach

1.4.3

foreign

0.8-66

gbm

2.1.1

ggplot2

2.1.0

git2r

0.15.0

glmnet

2.0-5

graphics

3.2.3

grDevices

3.2.3

grid

3.2.3

gsubfn

0.6-6

gtable

0.1.2

h2o

3.10.0.8

httr

1.2.1

hwriter

1.3.2

hwriterPlus

1.0-3

iterators

1.0.8

jsonlite

1.1

KernSmooth

2.23-15

labeling

0.3

lattice

0.20-34

lazyeval

0.2.0

littler

0.3.0

lme4

1.1-12

lubridate

1.6.0

magrittr

1.5

mapproj

1.2-4

maps

3.0.2

MASS

7.3-45

Matrix

1.2-7.1

MatrixModels

0.4-1

memoise

1.0.0

methods

3.2.3

mgcv

1.8-11

mime

0.5

minqa

1.2.4

multicore

0.2

munsell

0.4.2

mvtnorm

1.0-5

nlme

3.1-124

nloptr

1.0.4

nnet

7.3-12

openssl

0.9.4

parallel

3.2.3

pbkrtest

0.4-6

pkgKitten

0.1.3

plyr

1.8.4

praise

1.0.0

pROC

1.8

proto

0.3-10

quantreg

5.29

R.methodsS3

1.7.1

R.oo

1.20.0

R.utils

2.4.0

R6

2.2.0

randomForest

4.6-12

RColorBrewer

1.1-2

Rcpp

0.12.7

RcppEigen

0.3.2.9.0

RCurl

1.95-4.8

reshape2

1.4.2

RODBC

1.3-12

roxygen2

5.0.1

rpart

4.1-10

Rserve

1.7-3

RSQLite

1.0.0

rstudioapi

0.6

scales

0.3.0

sp

1.0-15

SparkR

2.1.0

SparseM

1.72

spatial

7.3-11

splines

3.2.3

sqldf

0.4-10

statmod

1.4.26

stats

3.2.3

stats4

3.2.3

stringi

1.0-1

stringr

1.0.0

survival

2.38-3

tcltk

3.2.3

TeachingDemos

2.10

testthat

1.0.2

tibble

1.2

tools

3.2.3

utils

3.2.3

whisker

0.3-2

withr

1.0.2

Pre-installed Java and Scala libraries (Scala 2.10 cluster version)

Group ID

Artifact ID

Version

antlr

antlr

2.7.7

com.amazonaws

aws-java-sdk

1.9.40

com.amazonaws

aws-java-sdk-autoscaling

1.9.40

com.amazonaws

aws-java-sdk-cloudformation

1.9.40

com.amazonaws

aws-java-sdk-cloudfront

1.9.40

com.amazonaws

aws-java-sdk-cloudhsm

1.9.40

com.amazonaws

aws-java-sdk-cloudsearch

1.9.40

com.amazonaws

aws-java-sdk-cloudtrail

1.9.40

com.amazonaws

aws-java-sdk-cloudwatch

1.9.40

com.amazonaws

aws-java-sdk-cloudwatchmetrics

1.9.40

com.amazonaws

aws-java-sdk-codedeploy

1.9.40

com.amazonaws

aws-java-sdk-cognitoidentity

1.9.40

com.amazonaws

aws-java-sdk-cognitosync

1.9.40

com.amazonaws

aws-java-sdk-config

1.9.40

com.amazonaws

aws-java-sdk-core

1.9.40

com.amazonaws

aws-java-sdk-datapipeline

1.9.40

com.amazonaws

aws-java-sdk-directconnect

1.9.40

com.amazonaws

aws-java-sdk-directory

1.9.40

com.amazonaws

aws-java-sdk-dynamodb

1.9.40

com.amazonaws

aws-java-sdk-ec2

1.9.40

com.amazonaws

aws-java-sdk-ecs

1.9.40

com.amazonaws

aws-java-sdk-efs

1.9.40

com.amazonaws

aws-java-sdk-elasticache

1.9.40

com.amazonaws

aws-java-sdk-elasticbeanstalk

1.9.40

com.amazonaws

aws-java-sdk-elasticloadbalancing

1.9.40

com.amazonaws

aws-java-sdk-elastictranscoder

1.9.40

com.amazonaws

aws-java-sdk-emr

1.9.40

com.amazonaws

aws-java-sdk-glacier

1.9.40

com.amazonaws

aws-java-sdk-iam

1.9.40

com.amazonaws

aws-java-sdk-importexport

1.9.40

com.amazonaws

aws-java-sdk-kinesis

1.9.40

com.amazonaws

aws-java-sdk-kms

1.9.40

com.amazonaws

aws-java-sdk-lambda

1.9.40

com.amazonaws

aws-java-sdk-logs

1.9.40

com.amazonaws

aws-java-sdk-machinelearning

1.9.40

com.amazonaws

aws-java-sdk-opsworks

1.9.40

com.amazonaws

aws-java-sdk-rds

1.9.40

com.amazonaws

aws-java-sdk-redshift

1.9.40

com.amazonaws

aws-java-sdk-route53

1.9.40

com.amazonaws

aws-java-sdk-s3

1.9.40

com.amazonaws

aws-java-sdk-ses

1.9.40

com.amazonaws

aws-java-sdk-simpledb

1.9.40

com.amazonaws

aws-java-sdk-simpleworkflow

1.9.40

com.amazonaws

aws-java-sdk-sns

1.9.40

com.amazonaws

aws-java-sdk-sqs

1.9.40

com.amazonaws

aws-java-sdk-ssm

1.9.40

com.amazonaws

aws-java-sdk-storagegateway

1.9.40

com.amazonaws

aws-java-sdk-sts

1.9.40

com.amazonaws

aws-java-sdk-support

1.9.40

com.amazonaws

aws-java-sdk-swf-libraries

1.9.40

com.amazonaws

aws-java-sdk-workspaces

1.9.40

com.chuusai

shapeless_2.10.4

2.0.0

com.clearspring.analytics

stream

2.7.0

com.databricks

Rserve

1.8-3

com.databricks

dbml-local_2.10

0.1.1-spark2.1-SNAPSHOT

com.databricks

dbml-local_2.10-tests

0.1.1-spark2.1-SNAPSHOT

com.databricks

jets3t

0.7.1-0

com.databricks.scalapb

compilerplugin_2.10

0.4.15-9

com.databricks.scalapb

scalapb-runtime_2.10

0.4.15-9

com.esotericsoftware

kryo-shaded

3.0.3

com.esotericsoftware

minlog

1.3.0

com.fasterxml

classmate

1.0.0

com.fasterxml.jackson.core

jackson-annotations

2.4.5

com.fasterxml.jackson.core

jackson-core

2.4.5

com.fasterxml.jackson.core

jackson-databind

2.4.5

com.fasterxml.jackson.datatype

jackson-datatype-joda

2.4.5

com.fasterxml.jackson.module

jackson-module-paranamer

2.4.5

com.fasterxml.jackson.module

jackson-module-scala_2.10

2.4.5

com.github.fommil

jniloader

1.1

com.github.fommil.netlib

core

1.1.2

com.github.fommil.netlib

native_ref-java

1.1

com.github.fommil.netlib

native_ref-java-natives

1.1

com.github.fommil.netlib

native_system-java

1.1

com.github.fommil.netlib

native_system-java-natives

1.1

com.github.fommil.netlib

netlib-native_ref-linux-x86_64-natives

1.1

com.github.fommil.netlib

netlib-native_system-linux-x86_64-natives

1.1

com.github.rwl

jtransforms

2.4.0

com.google.code.findbugs

jsr305

2.0.1

com.google.code.gson

gson

2.2.4

com.google.guava

guava

15.0

com.google.protobuf

protobuf-java

2.6.1

com.googlecode.javaewah

JavaEWAH

0.3.2

com.h2database

h2

1.3.174

com.jcraft

jsch

0.1.50

com.jolbox

bonecp

0.8.0.RELEASE

com.mchange

c3p0

0.9.5.1

com.mchange

mchange-commons-java

0.2.10

com.ning

compress-lzf

1.0.3

com.sun.mail

javax.mail

1.5.2

com.thoughtworks.paranamer

paranamer

2.6

com.trueaccord.lenses

lenses_2.10

0.3

com.twitter

chill-java

0.8.0

com.twitter

chill_2.10

0.8.0

com.twitter

parquet-hadoop-bundle

1.6.0

com.twitter

util-app_2.10

6.23.0

com.twitter

util-core_2.10

6.23.0

com.twitter

util-jvm_2.10

6.23.0

com.typesafe

config

1.2.1

com.typesafe

scalalogging-slf4j_2.10

1.1.0

com.univocity

univocity-parsers

2.2.1

com.zaxxer

HikariCP

2.4.1

commons-beanutils

commons-beanutils

1.7.0

commons-beanutils

commons-beanutils-core

1.8.0

commons-cli

commons-cli

1.2

commons-codec

commons-codec

1.10

commons-collections

commons-collections

3.2.2

commons-configuration

commons-configuration

1.6

commons-dbcp

commons-dbcp

1.4

commons-digester

commons-digester

1.8

commons-httpclient

commons-httpclient

3.1

commons-io

commons-io

2.4

commons-lang

commons-lang

2.6

commons-logging

commons-logging

1.1.3

commons-net

commons-net

2.2

commons-pool

commons-pool

1.5.4

info.ganglia.gmetric4j

gmetric4j

1.0.7

io.dropwizard.metrics

metrics-core

3.1.2

io.dropwizard.metrics

metrics-ganglia

3.1.2

io.dropwizard.metrics

metrics-graphite

3.1.2

io.dropwizard.metrics

metrics-healthchecks

3.1.2

io.dropwizard.metrics

metrics-jetty9

3.1.2

io.dropwizard.metrics

metrics-json

3.1.2

io.dropwizard.metrics

metrics-jvm

3.1.2

io.dropwizard.metrics

metrics-log4j

3.1.2

io.dropwizard.metrics

metrics-servlets

3.1.2

io.netty

netty

3.8.0.Final

io.netty

netty-all

4.0.42.Final

io.prometheus

simpleclient

0.0.16

io.prometheus

simpleclient_common

0.0.16

io.prometheus

simpleclient_dropwizard

0.0.16

io.prometheus

simpleclient_servlet

0.0.16

io.prometheus.jmx

collector

0.7

javax.activation

activation

1.1

javax.annotation

javax.annotation-api

1.2

javax.el

javax.el-api

2.2.4

javax.jdo

jdo-api

3.0.1

javax.servlet

javax.servlet-api

3.1.0

javax.servlet.jsp

jsp-api

2.1

javax.transaction

jta

1.1

javax.validation

validation-api

1.1.0.Final

javax.ws.rs

javax.ws.rs-api

2.0.1

javax.xml.bind

jaxb-api

2.2.2

javax.xml.stream

stax-api

1.0-2

javolution

javolution

5.5.1

jline

jline

2.11

joda-time

joda-time

2.9.3

log4j

apache-log4j-extras

1.2.17

log4j

log4j

1.2.17

mysql

mysql-connector-java

5.1.27

net.hydromatic

eigenbase-properties

1.1.5

net.java.dev.jets3t

jets3t

0.7.1

net.jpountz.lz4

lz4

1.3.0

net.razorvine

pyrolite

4.13

net.sf.jpam

jpam

1.1

net.sf.opencsv

opencsv

2.3

net.sf.py4j

py4j

0.10.4

net.sf.supercsv

super-csv

2.2.0

net.sourceforge.f2j

arpack_combined_all

0.1

org.acplt

oncrpc

1.0.7

org.antlr

ST4

4.0.4

org.antlr

antlr-runtime

3.4

org.antlr

antlr4-runtime

4.5.3

org.antlr

stringtemplate

3.2.1

org.apache.ant

ant

1.9.2

org.apache.ant

ant-jsch

1.9.2

org.apache.ant

ant-launcher

1.9.2

org.apache.avro

avro

1.7.7

org.apache.avro

avro-ipc

1.7.7

org.apache.avro

avro-ipc-tests

1.7.7

org.apache.avro

avro-mapred-hadoop2

1.7.7

org.apache.calcite

calcite-avatica

1.2.0-incubating

org.apache.calcite

calcite-core

1.2.0-incubating

org.apache.calcite

calcite-linq4j

1.2.0-incubating

org.apache.commons

commons-compress

1.4.1

org.apache.commons

commons-crypto

1.0.0

org.apache.commons

commons-lang3

3.5

org.apache.commons

commons-math3

3.4.1

org.apache.curator

curator-client

2.6.0

org.apache.curator

curator-framework

2.6.0

org.apache.curator

curator-recipes

2.6.0

org.apache.derby

derby

10.10.2.0

org.apache.directory.api

api-asn1-api

1.0.0-M20

org.apache.directory.api

api-util

1.0.0-M20

org.apache.directory.server

apacheds-i18n

2.0.0-M15

org.apache.directory.server

apacheds-kerberos-codec

2.0.0-M15

org.apache.hadoop

hadoop-annotations

2.7.3

org.apache.hadoop

hadoop-auth

2.7.3

org.apache.hadoop

hadoop-client

2.7.3

org.apache.hadoop

hadoop-common

2.7.3

org.apache.hadoop

hadoop-hdfs

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-app

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-common

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-core

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-jobclient

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-shuffle

2.7.3

org.apache.hadoop

hadoop-yarn-api

2.7.3

org.apache.hadoop

hadoop-yarn-client

2.7.3

org.apache.hadoop

hadoop-yarn-common

2.7.3

org.apache.hadoop

hadoop-yarn-server-common

2.7.3

org.apache.htrace

htrace-core

3.1.0-incubating

org.apache.httpcomponents

httpclient

4.5.2

org.apache.httpcomponents

httpcore

4.4.4

org.apache.ivy

ivy

2.4.0

org.apache.parquet

parquet-column

1.8.1

org.apache.parquet

parquet-common

1.8.1

org.apache.parquet

parquet-encoding

1.8.1

org.apache.parquet

parquet-format

2.3.0-incubating

org.apache.parquet

parquet-hadoop

1.8.1

org.apache.parquet

parquet-jackson

1.8.1

org.apache.thrift

libfb303

0.9.2

org.apache.thrift

libthrift

0.9.2

org.apache.xbean

xbean-asm5-shaded

4.4

org.apache.zookeeper

zookeeper

3.4.6

org.codehaus.jackson

jackson-core-asl

1.9.13

org.codehaus.jackson

jackson-jaxrs

1.9.13

org.codehaus.jackson

jackson-mapper-asl

1.9.13

org.codehaus.jackson

jackson-xc

1.9.13

org.codehaus.janino

commons-compiler

3.0.0

org.codehaus.janino

janino

3.0.0

org.datanucleus

datanucleus-api-jdo

3.2.6

org.datanucleus

datanucleus-core

3.2.10

org.datanucleus

datanucleus-rdbms

3.2.9

org.eclipse.jetty

jetty-client

9.3.3.v20150827

org.eclipse.jetty

jetty-continuation

9.3.3.v20150827

org.eclipse.jetty

jetty-http

9.3.3.v20150827

org.eclipse.jetty

jetty-io

9.3.3.v20150827

org.eclipse.jetty

jetty-jndi

9.3.3.v20150827

org.eclipse.jetty

jetty-plus

9.3.3.v20150827

org.eclipse.jetty

jetty-proxy

9.3.3.v20150827

org.eclipse.jetty

jetty-security

9.3.3.v20150827

org.eclipse.jetty

jetty-server

9.3.3.v20150827

org.eclipse.jetty

jetty-servlet

9.3.3.v20150827

org.eclipse.jetty

jetty-servlets

9.3.3.v20150827

org.eclipse.jetty

jetty-util

9.3.3.v20150827

org.eclipse.jetty

jetty-webapp

9.3.3.v20150827

org.eclipse.jetty

jetty-xml

9.3.3.v20150827

org.fusesource.jansi

jansi

1.4

org.fusesource.leveldbjni

leveldbjni-all

1.8

org.glassfish.hk2

hk2-api

2.4.0-b34

org.glassfish.hk2

hk2-locator

2.4.0-b34

org.glassfish.hk2

hk2-utils

2.4.0-b34

org.glassfish.hk2

osgi-resource-locator

1.0.1

org.glassfish.hk2.external

aopalliance-repackaged

2.4.0-b34

org.glassfish.hk2.external

javax.inject

2.4.0-b34

org.glassfish.jersey.bundles.repackaged

jersey-guava

2.22.2

org.glassfish.jersey.containers

jersey-container-servlet

2.22.2

org.glassfish.jersey.containers

jersey-container-servlet-core

2.22.2

org.glassfish.jersey.core

jersey-client

2.22.2

org.glassfish.jersey.core

jersey-common

2.22.2

org.glassfish.jersey.core

jersey-server

2.22.2

org.glassfish.jersey.media

jersey-media-jaxb

2.22.2

org.hibernate

hibernate-validator

5.1.1.Final

org.iq80.snappy

snappy

0.2

org.javassist

javassist

3.18.1-GA

org.jboss.logging

jboss-logging

3.1.3.GA

org.jdbi

jdbi

2.63.1

org.joda

joda-convert

1.7

org.jodd

jodd-core

3.5.2

org.jpmml

pmml-model

1.2.15

org.jpmml

pmml-schema

1.2.15

org.json4s

json4s-ast_2.10

3.2.11

org.json4s

json4s-core_2.10

3.2.11

org.json4s

json4s-jackson_2.10

3.2.11

org.mockito

mockito-all

1.9.5

org.objenesis

objenesis

2.1

org.postgresql

postgresql

9.4-1204-jdbc41

org.roaringbitmap

RoaringBitmap

0.5.11

org.rosuda.REngine

REngine

2.1.0

org.scala-lang

jline

2.10.6

org.scala-lang

scala-compiler_2.10

2.10.6

org.scala-lang

scala-library_2.10

2.10.6

org.scala-lang

scala-reflect_2.10

2.10.6

org.scala-lang

scalap_2.10

2.10.6

org.scala-sbt

test-interface

1.0

org.scalacheck

scalacheck_2.10

1.12.5

org.scalamacros

quasiquotes_2.10

2.0.0

org.scalanlp

breeze-macros_2.10

0.12

org.scalanlp

breeze_2.10

0.12

org.scalatest

scalatest_2.10

2.2.6

org.slf4j

jcl-over-slf4j

1.7.16

org.slf4j

jul-to-slf4j

1.7.16

org.slf4j

slf4j-api

1.7.16

org.slf4j

slf4j-log4j12

1.7.16

org.spark-project.hive

hive-beeline

1.2.1.spark2

org.spark-project.hive

hive-cli

1.2.1.spark2

org.spark-project.hive

hive-exec

1.2.1.spark2

org.spark-project.hive

hive-jdbc

1.2.1.spark2

org.spark-project.hive

hive-metastore

1.2.1.spark2

org.spark-project.spark

unused

1.0.0

org.spire-math

spire-macros_2.10

0.7.4

org.spire-math

spire_2.10

0.7.4

org.springframework

spring-core

4.1.4.RELEASE

org.springframework

spring-test

4.1.4.RELEASE

org.tukaani

xz

1.0

org.xerial

sqlite-jdbc

3.8.11.2

org.xerial.snappy

snappy-java

1.1.2.6

org.yaml

snakeyaml

1.16

oro

oro

2.0.8

stax

stax-api

1.0.1

xerces

xercesImpl

2.9.1

xml-apis

xml-apis

1.3.04

xmlenc

xmlenc

0.52

Pre-installed Java and Scala libraries (Scala 2.11 cluster version)

Group ID

Artifact ID

Version

antlr

antlr

2.7.7

com.amazonaws

aws-java-sdk

1.9.40

com.amazonaws

aws-java-sdk-autoscaling

1.9.40

com.amazonaws

aws-java-sdk-cloudformation

1.9.40

com.amazonaws

aws-java-sdk-cloudfront

1.9.40

com.amazonaws

aws-java-sdk-cloudhsm

1.9.40

com.amazonaws

aws-java-sdk-cloudsearch

1.9.40

com.amazonaws

aws-java-sdk-cloudtrail

1.9.40

com.amazonaws

aws-java-sdk-cloudwatch

1.9.40

com.amazonaws

aws-java-sdk-cloudwatchmetrics

1.9.40

com.amazonaws

aws-java-sdk-codedeploy

1.9.40

com.amazonaws

aws-java-sdk-cognitoidentity

1.9.40

com.amazonaws

aws-java-sdk-cognitosync

1.9.40

com.amazonaws

aws-java-sdk-config

1.9.40

com.amazonaws

aws-java-sdk-core

1.9.40

com.amazonaws

aws-java-sdk-datapipeline

1.9.40

com.amazonaws

aws-java-sdk-directconnect

1.9.40

com.amazonaws

aws-java-sdk-directory

1.9.40

com.amazonaws

aws-java-sdk-dynamodb

1.9.40

com.amazonaws

aws-java-sdk-ec2

1.9.40

com.amazonaws

aws-java-sdk-ecs

1.9.40

com.amazonaws

aws-java-sdk-efs

1.9.40

com.amazonaws

aws-java-sdk-elasticache

1.9.40

com.amazonaws

aws-java-sdk-elasticbeanstalk

1.9.40

com.amazonaws

aws-java-sdk-elasticloadbalancing

1.9.40

com.amazonaws

aws-java-sdk-elastictranscoder

1.9.40

com.amazonaws

aws-java-sdk-emr

1.9.40

com.amazonaws

aws-java-sdk-glacier

1.9.40

com.amazonaws

aws-java-sdk-iam

1.9.40

com.amazonaws

aws-java-sdk-importexport

1.9.40

com.amazonaws

aws-java-sdk-kinesis

1.9.40

com.amazonaws

aws-java-sdk-kms

1.9.40

com.amazonaws

aws-java-sdk-lambda

1.9.40

com.amazonaws

aws-java-sdk-logs

1.9.40

com.amazonaws

aws-java-sdk-machinelearning

1.9.40

com.amazonaws

aws-java-sdk-opsworks

1.9.40

com.amazonaws

aws-java-sdk-rds

1.9.40

com.amazonaws

aws-java-sdk-redshift

1.9.40

com.amazonaws

aws-java-sdk-route53

1.9.40

com.amazonaws

aws-java-sdk-s3

1.9.40

com.amazonaws

aws-java-sdk-ses

1.9.40

com.amazonaws

aws-java-sdk-simpledb

1.9.40

com.amazonaws

aws-java-sdk-simpleworkflow

1.9.40

com.amazonaws

aws-java-sdk-sns

1.9.40

com.amazonaws

aws-java-sdk-sqs

1.9.40

com.amazonaws

aws-java-sdk-ssm

1.9.40

com.amazonaws

aws-java-sdk-storagegateway

1.9.40

com.amazonaws

aws-java-sdk-sts

1.9.40

com.amazonaws

aws-java-sdk-support

1.9.40

com.amazonaws

aws-java-sdk-swf-libraries

1.9.40

com.amazonaws

aws-java-sdk-workspaces

1.9.40

com.chuusai

shapeless_2.11

2.0.0

com.clearspring.analytics

stream

2.7.0

com.databricks

Rserve

1.8-3

com.databricks

dbml-local_2.11

0.1.1-spark2.1-SNAPSHOT

com.databricks

dbml-local_2.11-tests

0.1.1-spark2.1-SNAPSHOT

com.databricks

jets3t

0.7.1-0

com.databricks.scalapb

compilerplugin_2.11

0.4.15-9

com.databricks.scalapb

scalapb-runtime_2.11

0.4.15-9

com.esotericsoftware

kryo-shaded

3.0.3

com.esotericsoftware

minlog

1.3.0

com.fasterxml

classmate

1.0.0

com.fasterxml.jackson.core

jackson-annotations

2.4.5

com.fasterxml.jackson.core

jackson-core

2.4.5

com.fasterxml.jackson.core

jackson-databind

2.4.5

com.fasterxml.jackson.datatype

jackson-datatype-joda

2.4.5

com.fasterxml.jackson.module

jackson-module-paranamer

2.4.5

com.fasterxml.jackson.module

jackson-module-scala_2.11

2.4.5

com.github.fommil

jniloader

1.1

com.github.fommil.netlib

core

1.1.2

com.github.fommil.netlib

native_ref-java

1.1

com.github.fommil.netlib

native_ref-java-natives

1.1

com.github.fommil.netlib

native_system-java

1.1

com.github.fommil.netlib

native_system-java-natives

1.1

com.github.fommil.netlib

netlib-native_ref-linux-x86_64-natives

1.1

com.github.fommil.netlib

netlib-native_system-linux-x86_64-natives

1.1

com.github.rwl

jtransforms

2.4.0

com.google.code.findbugs

jsr305

2.0.1

com.google.code.gson

gson

2.2.4

com.google.guava

guava

15.0

com.google.protobuf

protobuf-java

2.6.1

com.googlecode.javaewah

JavaEWAH

0.3.2

com.h2database

h2

1.3.174

com.jcraft

jsch

0.1.50

com.jolbox

bonecp

0.8.0.RELEASE

com.mchange

c3p0

0.9.5.1

com.mchange

mchange-commons-java

0.2.10

com.ning

compress-lzf

1.0.3

com.sun.mail

javax.mail

1.5.2

com.thoughtworks.paranamer

paranamer

2.6

com.trueaccord.lenses

lenses_2.11

0.3

com.twitter

chill-java

0.8.0

com.twitter

chill_2.11

0.8.0

com.twitter

parquet-hadoop-bundle

1.6.0

com.twitter

util-app_2.11

6.23.0

com.twitter

util-core_2.11

6.23.0

com.twitter

util-jvm_2.11

6.23.0

com.typesafe

config

1.2.1

com.typesafe.scala-logging

scala-logging-api_2.11

2.1.2

com.typesafe.scala-logging

scala-logging-slf4j_2.11

2.1.2

com.univocity

univocity-parsers

2.2.1

com.zaxxer

HikariCP

2.4.1

commons-beanutils

commons-beanutils

1.7.0

commons-beanutils

commons-beanutils-core

1.8.0

commons-cli

commons-cli

1.2

commons-codec

commons-codec

1.10

commons-collections

commons-collections

3.2.2

commons-configuration

commons-configuration

1.6

commons-dbcp

commons-dbcp

1.4

commons-digester

commons-digester

1.8

commons-httpclient

commons-httpclient

3.1

commons-io

commons-io

2.4

commons-lang

commons-lang

2.6

commons-logging

commons-logging

1.1.3

commons-net

commons-net

2.2

commons-pool

commons-pool

1.5.4

info.ganglia.gmetric4j

gmetric4j

1.0.7

io.dropwizard.metrics

metrics-core

3.1.2

io.dropwizard.metrics

metrics-ganglia

3.1.2

io.dropwizard.metrics

metrics-graphite

3.1.2

io.dropwizard.metrics

metrics-healthchecks

3.1.2

io.dropwizard.metrics

metrics-jetty9

3.1.2

io.dropwizard.metrics

metrics-json

3.1.2

io.dropwizard.metrics

metrics-jvm

3.1.2

io.dropwizard.metrics

metrics-log4j

3.1.2

io.dropwizard.metrics

metrics-servlets

3.1.2

io.netty

netty

3.8.0.Final

io.netty

netty-all

4.0.42.Final

io.prometheus

simpleclient

0.0.16

io.prometheus

simpleclient_common

0.0.16

io.prometheus

simpleclient_dropwizard

0.0.16

io.prometheus

simpleclient_servlet

0.0.16

io.prometheus.jmx

collector

0.7

javax.activation

activation

1.1

javax.annotation

javax.annotation-api

1.2

javax.el

javax.el-api

2.2.4

javax.jdo

jdo-api

3.0.1

javax.servlet

javax.servlet-api

3.1.0

javax.servlet.jsp

jsp-api

2.1

javax.transaction

jta

1.1

javax.validation

validation-api

1.1.0.Final

javax.ws.rs

javax.ws.rs-api

2.0.1

javax.xml.bind

jaxb-api

2.2.2

javax.xml.stream

stax-api

1.0-2

javolution

javolution

5.5.1

jline

jline

2.11

joda-time

joda-time

2.9.3

log4j

apache-log4j-extras

1.2.17

log4j

log4j

1.2.17

mysql

mysql-connector-java

5.1.27

net.hydromatic

eigenbase-properties

1.1.5

net.java.dev.jets3t

jets3t

0.7.1

net.jpountz.lz4

lz4

1.3.0

net.razorvine

pyrolite

4.13

net.sf.jpam

jpam

1.1

net.sf.opencsv

opencsv

2.3

net.sf.py4j

py4j

0.10.4

net.sf.supercsv

super-csv

2.2.0

net.sourceforge.f2j

arpack_combined_all

0.1

org.acplt

oncrpc

1.0.7

org.antlr

ST4

4.0.4

org.antlr

antlr-runtime

3.4

org.antlr

antlr4-runtime

4.5.3

org.antlr

stringtemplate

3.2.1

org.apache.ant

ant

1.9.2

org.apache.ant

ant-jsch

1.9.2

org.apache.ant

ant-launcher

1.9.2

org.apache.avro

avro

1.7.7

org.apache.avro

avro-ipc

1.7.7

org.apache.avro

avro-ipc-tests

1.7.7

org.apache.avro

avro-mapred-hadoop2

1.7.7

org.apache.calcite

calcite-avatica

1.2.0-incubating

org.apache.calcite

calcite-core

1.2.0-incubating

org.apache.calcite

calcite-linq4j

1.2.0-incubating

org.apache.commons

commons-compress

1.4.1

org.apache.commons

commons-crypto

1.0.0

org.apache.commons

commons-lang3

3.5

org.apache.commons

commons-math3

3.4.1

org.apache.curator

curator-client

2.6.0

org.apache.curator

curator-framework

2.6.0

org.apache.curator

curator-recipes

2.6.0

org.apache.derby

derby

10.10.2.0

org.apache.directory.api

api-asn1-api

1.0.0-M20

org.apache.directory.api

api-util

1.0.0-M20

org.apache.directory.server

apacheds-i18n

2.0.0-M15

org.apache.directory.server

apacheds-kerberos-codec

2.0.0-M15

org.apache.hadoop

hadoop-annotations

2.7.3

org.apache.hadoop

hadoop-auth

2.7.3

org.apache.hadoop

hadoop-client

2.7.3

org.apache.hadoop

hadoop-common

2.7.3

org.apache.hadoop

hadoop-hdfs

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-app

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-common

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-core

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-jobclient

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-shuffle

2.7.3

org.apache.hadoop

hadoop-yarn-api

2.7.3

org.apache.hadoop

hadoop-yarn-client

2.7.3

org.apache.hadoop

hadoop-yarn-common

2.7.3

org.apache.hadoop

hadoop-yarn-server-common

2.7.3

org.apache.htrace

htrace-core

3.1.0-incubating

org.apache.httpcomponents

httpclient

4.5.2

org.apache.httpcomponents

httpcore

4.4.4

org.apache.ivy

ivy

2.4.0

org.apache.parquet

parquet-column

1.8.1

org.apache.parquet

parquet-common

1.8.1

org.apache.parquet

parquet-encoding

1.8.1

org.apache.parquet

parquet-format

2.3.0-incubating

org.apache.parquet

parquet-hadoop

1.8.1

org.apache.parquet

parquet-jackson

1.8.1

org.apache.thrift

libfb303

0.9.2

org.apache.thrift

libthrift

0.9.2

org.apache.xbean

xbean-asm5-shaded

4.4

org.apache.zookeeper

zookeeper

3.4.6

org.codehaus.jackson

jackson-core-asl

1.9.13

org.codehaus.jackson

jackson-jaxrs

1.9.13

org.codehaus.jackson

jackson-mapper-asl

1.9.13

org.codehaus.jackson

jackson-xc

1.9.13

org.codehaus.janino

commons-compiler

3.0.0

org.codehaus.janino

janino

3.0.0

org.datanucleus

datanucleus-api-jdo

3.2.6

org.datanucleus

datanucleus-core

3.2.10

org.datanucleus

datanucleus-rdbms

3.2.9

org.eclipse.jetty

jetty-client

9.3.3.v20150827

org.eclipse.jetty

jetty-continuation

9.3.3.v20150827

org.eclipse.jetty

jetty-http

9.3.3.v20150827

org.eclipse.jetty

jetty-io

9.3.3.v20150827

org.eclipse.jetty

jetty-jndi

9.3.3.v20150827

org.eclipse.jetty

jetty-plus

9.3.3.v20150827

org.eclipse.jetty

jetty-proxy

9.3.3.v20150827

org.eclipse.jetty

jetty-security

9.3.3.v20150827

org.eclipse.jetty

jetty-server

9.3.3.v20150827

org.eclipse.jetty

jetty-servlet

9.3.3.v20150827

org.eclipse.jetty

jetty-servlets

9.3.3.v20150827

org.eclipse.jetty

jetty-util

9.3.3.v20150827

org.eclipse.jetty

jetty-webapp

9.3.3.v20150827

org.eclipse.jetty

jetty-xml

9.3.3.v20150827

org.fusesource.leveldbjni

leveldbjni-all

1.8

org.glassfish.hk2

hk2-api

2.4.0-b34

org.glassfish.hk2

hk2-locator

2.4.0-b34

org.glassfish.hk2

hk2-utils

2.4.0-b34

org.glassfish.hk2

osgi-resource-locator

1.0.1

org.glassfish.hk2.external

aopalliance-repackaged

2.4.0-b34

org.glassfish.hk2.external

javax.inject

2.4.0-b34

org.glassfish.jersey.bundles.repackaged

jersey-guava

2.22.2

org.glassfish.jersey.containers

jersey-container-servlet

2.22.2

org.glassfish.jersey.containers

jersey-container-servlet-core

2.22.2

org.glassfish.jersey.core

jersey-client

2.22.2

org.glassfish.jersey.core

jersey-common

2.22.2

org.glassfish.jersey.core

jersey-server

2.22.2

org.glassfish.jersey.media

jersey-media-jaxb

2.22.2

org.hibernate

hibernate-validator

5.1.1.Final

org.iq80.snappy

snappy

0.2

org.javassist

javassist

3.18.1-GA

org.jboss.logging

jboss-logging

3.1.3.GA

org.jdbi

jdbi

2.63.1

org.joda

joda-convert

1.7

org.jodd

jodd-core

3.5.2

org.jpmml

pmml-model

1.2.15

org.jpmml

pmml-schema

1.2.15

org.json4s

json4s-ast_2.11

3.2.11

org.json4s

json4s-core_2.11

3.2.11

org.json4s

json4s-jackson_2.11

3.2.11

org.mockito

mockito-all

1.9.5

org.objenesis

objenesis

2.1

org.postgresql

postgresql

9.4-1204-jdbc41

org.roaringbitmap

RoaringBitmap

0.5.11

org.rosuda.REngine

REngine

2.1.0

org.scala-lang

scala-compiler_2.11

2.11.8

org.scala-lang

scala-library_2.11

2.11.8

org.scala-lang

scala-reflect_2.11

2.11.8

org.scala-lang

scalap_2.11

2.11.8

org.scala-lang.modules

scala-parser-combinators_2.11

1.0.2

org.scala-lang.modules

scala-xml_2.11

1.0.2

org.scala-sbt

test-interface

1.0

org.scalacheck

scalacheck_2.11

1.12.5

org.scalanlp

breeze-macros_2.11

0.12

org.scalanlp

breeze_2.11

0.12

org.scalatest

scalatest_2.11

2.2.6

org.slf4j

jcl-over-slf4j

1.7.16

org.slf4j

jul-to-slf4j

1.7.16

org.slf4j

slf4j-api

1.7.16

org.slf4j

slf4j-log4j12

1.7.16

org.spark-project.hive

hive-beeline

1.2.1.spark2

org.spark-project.hive

hive-cli

1.2.1.spark2

org.spark-project.hive

hive-exec

1.2.1.spark2

org.spark-project.hive

hive-jdbc

1.2.1.spark2

org.spark-project.hive

hive-metastore

1.2.1.spark2

org.spark-project.spark

unused

1.0.0

org.spire-math

spire-macros_2.11

0.7.4

org.spire-math

spire_2.11

0.7.4

org.springframework

spring-core

4.1.4.RELEASE

org.springframework

spring-test

4.1.4.RELEASE

org.tukaani

xz

1.0

org.xerial

sqlite-jdbc

3.8.11.2

org.xerial.snappy

snappy-java

1.1.2.6

org.yaml

snakeyaml

1.16

oro

oro

2.0.8

stax

stax-api

1.0.1

xerces

xercesImpl

2.9.1

xml-apis

xml-apis

1.3.04

xmlenc

xmlenc

0.52