Databricks Runtime 3.2 (Unsupported)

Databricks released this image in early September, 2017.

Important

This release was deprecated on April 30, 2018. For more information about the Databricks Runtime deprecation policy and schedule, see Databricks runtime support lifecycle.

The following release notes provide information about the Databricks Runtime 3.2 powered by Apache Spark.

Changes and Improvements

  • Automatic preview of Dataset schema with Databricks Python and Scala notebooks. If a command in a Python or Scala notebook creates a Dataset and assigns it to a variable, you will automatically get a preview of the Dataset schema like the following example:

Dataset schema preview
  • 10x to 100x performance improvement of SparkR::collect() depending on data size. No code change is required, and all your existing notebooks and jobs will benefit from this improvement.

  • Databricks Runtime 3.2 has the driver auto-recover feature. If the driver has been continuously unresponsive for two minutes, it will automatically restart without the need for intervention by an administrator.

  • Upgraded Operating System from Ubuntu 16.04.2 LTS to Ubuntu 16.04.3 LTS.

  • Upgraded Python library docutils from 0.13.1 to 0.14 and setuptools from 36.0.1 to 36.2.7.

  • Upgraded Jackson JSON libraries from 2.6.5 to 2.6.7/2.6.7.1.

  • Upgraded breeze from 0.13.1 to 0.13.2.

  • Bug fixes and stability improvements.

Apache Spark

The Databricks Runtime 3.2 includes Apache Spark 2.2.0. In addition to Databricks Runtime 3.1 (Unsupported), Databricks Runtime 3.2 also includes the following extra bug fixes and improvements made to Spark:

  • [SPARK-21826][SQL] outer broadcast hash join should not throw NPE

  • [SPARK-21769][SQL] Add a table-specific option for always respecting schemas inferred/controlled by Spark SQL

  • [SPARK-21739][SQL] Cast expression should initialize timezoneId when it is called statically to convert something into TimestampType

  • [SPARK-21677][SQL] json_tuple throws NullPointException when column is null as string type

  • [SPARK-21738] Thriftserver doesn’t cancel jobs when session is closed

  • [SPARK-16542][SQL][PYSPARK] Fix bugs about types that result an array of null when creating DataFrame using python

  • [SPARK-21327][SQL][PYSPARK] ArrayConstructor should handle an array of typecode ‘l’ as long rather than int in Python 2.

  • [SPARK-18623][SQL] Add returnNullable to StaticInvoke and modify it to handle properly.

  • [SPARK-21137][CORE] Spark reads many small files slowly

  • [SPARK-21319][SQL] Fix memory leak in sorter

  • [SPARK-18950][SQL] Report conflicting fields when merging two StructTypes

  • [SPARK-21043][SQL] Add unionByName in Dataset

  • [SPARK-21264][PYTHON] Call cross join path in join without ‘on’ and with ‘how’

  • [SPARK-21283][CORE] FileOutputStream should be created as append mode

  • [SPARK-20073][SQL] Prints an explicit warning message in case of NULL-safe equals

  • [SPARK-21563][CORE] Fix race condition when serializing TaskDescriptions and adding jars

  • [SPARK-21271][SQL] Ensure Unsafe.sizeInBytes is a multiple of 8

  • [SPARK-20703][SQL] Associate metrics with data writes onto DataFrameWriter operations

  • [SPARK-19471][SQL] AggregationIterator does not initialize the generated result projection before using it

  • [SPARK-21595] Separate thresholds for buffering and spilling in ExternalAppendOnlyUnsafeRowArray

  • [SPARK-21669] Internal API for collecting metrics/stats during FileFormatWriter jobs

  • [SPARK-21699][SQL] Remove unused getTableOption in ExternalCatalog

  • [SPARK-21596][SS] Ensure places calling HDFSMetadataLog.get check the return value

  • [SPARK-21523][ML] update breeze to 0.13.2 for an emergency bugfix in strong wolfe line search

  • [SPARK-21503][UI] Spark UI shows incorrect task status for a killed Executor Process

  • [SPARK-21587][SS] Added filter pushdown through watermarks

  • [SPARK-21648][SQL] Fix confusing assert failure in JDBC source when parallel fetching parameters are not properly provided.

  • [SPARK-21565][SS] Propagate metadata in attribute replacement.

  • [SPARK-21374][CORE] Fix reading globbed paths from S3 into DF with disabled FS cache

  • [SPARK-21647][SQL] Fix SortMergeJoin when using CROSS

  • [SPARK-21621][CORE] Reset numRecordsWritten after DiskBlockObjectWriter.commitAndGet called

  • [SPARK-20236][SQL] dynamic partition overwrite

  • [SPARK-20433][BUILD] Bump jackson from 2.6.5 to 2.6.7.1

  • [SPARK-21588][SQL] SQLContext.getConf(key, null) should return null

  • [SPARK-21580][SQL] Integers in aggregation expressions are wrongly taken as group-by ordinal

  • [SPARK-21330][SQL] Bad partitioning does not allow to read a JDBC table with extreme values on the partition column

  • [SPARK-12717][PYTHON] Adding thread-safe broadcast pickle registry

  • [SPARK-21546][SS] dropDuplicates should ignore watermark when it’s not a key

  • [SPARK-21597][SS] Fix a potential overflow issue in EventTimeStats

  • [SPARK-21339][CORE] spark-shell –packages option does not add jars to classpath on windows

  • [SPARK-21522][CORE] Fix flakiness in LauncherServerSuite.

  • [SPARK-21634][SQL] Change OneRowRelation from a case object to case class

  • [SPARK-21555][SQL] RuntimeReplaceable should be compared semantically by its canonicalized child

  • [SPARK-21306][ML] OneVsRest should support setWeightCol

  • [SPARK-21538][SQL] Attribute resolution inconsistency in the Dataset API

  • [SPARK-21494][NETWORK] Use correct app id when authenticating to external service.

  • [SPARK-20904][CORE] Don’t report task failures to driver during shutdown.

  • [SPARK-21243][CORE] Limit no. of map outputs in a shuffle fetch

  • [SPARK-21446][SQL] Fix setAutoCommit never executed

  • [SPARK-21464][SS] Minimize deprecation warnings caused by ProcessingTime class

  • [SPARK-21441][SQL] Incorrect Codegen in SortMergeJoinExec results failures in some cases

  • [SPARK-21414] Refine SlidingWindowFunctionFrame to avoid OOM.

  • [SPARK-18294] Implement commit protocol to support “mapred” package’s committer

  • [SPARK-21273][SQL] Propagate logical plan stats using visitor pattern and mixin

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 16.04.3 LTS

  • Java: 1.8.0_131

  • 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

backports-abc

0.5

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

0.14

enum34

1.1.6

et-xmlfile

1.0.1

freetype-py

1.0.2

funcsigs

1.0.2

fusepy

2.0.4

futures

3.1.1

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

ply

3.9

prompt-toolkit

1.0.7

psycopg2

2.6.2

ptyprocess

0.5.1

py4j

0.10.3

pyarrow

0.4.1

pyasn1

0.1.9

pycparser

2.14

Pygments

2.1.3

PyGObject

3.20.0

pyOpenSSL

16.0.0

pyparsing

2.2.0

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

0.18.1

scipy

0.18.1

scour

0.32

seaborn

0.7.1

setuptools

36.2.7

simplejson

3.8.2

simples3

1.0

singledispatch

3.4.0.3

six

1.10.0

statsmodels

0.6.1

tornado

4.5.1

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

2.2.0

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

amazon-kinesis-client

1.7.3

com.amazonaws

aws-java-sdk-autoscaling

1.11.126

com.amazonaws

aws-java-sdk-cloudformation

1.11.126

com.amazonaws

aws-java-sdk-cloudfront

1.11.126

com.amazonaws

aws-java-sdk-cloudhsm

1.11.126

com.amazonaws

aws-java-sdk-cloudsearch

1.11.126

com.amazonaws

aws-java-sdk-cloudtrail

1.11.126

com.amazonaws

aws-java-sdk-cloudwatch

1.11.126

com.amazonaws

aws-java-sdk-cloudwatchmetrics

1.11.126

com.amazonaws

aws-java-sdk-codedeploy

1.11.126

com.amazonaws

aws-java-sdk-cognitoidentity

1.11.126

com.amazonaws

aws-java-sdk-cognitosync

1.11.126

com.amazonaws

aws-java-sdk-config

1.11.126

com.amazonaws

aws-java-sdk-core

1.11.126

com.amazonaws

aws-java-sdk-datapipeline

1.11.126

com.amazonaws

aws-java-sdk-directconnect

1.11.126

com.amazonaws

aws-java-sdk-directory

1.11.126

com.amazonaws

aws-java-sdk-dynamodb

1.11.126

com.amazonaws

aws-java-sdk-ec2

1.11.126

com.amazonaws

aws-java-sdk-ecs

1.11.126

com.amazonaws

aws-java-sdk-efs

1.11.126

com.amazonaws

aws-java-sdk-elasticache

1.11.126

com.amazonaws

aws-java-sdk-elasticbeanstalk

1.11.126

com.amazonaws

aws-java-sdk-elasticloadbalancing

1.11.126

com.amazonaws

aws-java-sdk-elastictranscoder

1.11.126

com.amazonaws

aws-java-sdk-emr

1.11.126

com.amazonaws

aws-java-sdk-glacier

1.11.126

com.amazonaws

aws-java-sdk-iam

1.11.126

com.amazonaws

aws-java-sdk-importexport

1.11.126

com.amazonaws

aws-java-sdk-kinesis

1.11.126

com.amazonaws

aws-java-sdk-kms

1.11.126

com.amazonaws

aws-java-sdk-lambda

1.11.126

com.amazonaws

aws-java-sdk-logs

1.11.126

com.amazonaws

aws-java-sdk-machinelearning

1.11.126

com.amazonaws

aws-java-sdk-opsworks

1.11.126

com.amazonaws

aws-java-sdk-rds

1.11.126

com.amazonaws

aws-java-sdk-redshift

1.11.126

com.amazonaws

aws-java-sdk-route53

1.11.126

com.amazonaws

aws-java-sdk-s3

1.11.126

com.amazonaws

aws-java-sdk-ses

1.11.126

com.amazonaws

aws-java-sdk-simpledb

1.11.126

com.amazonaws

aws-java-sdk-simpleworkflow

1.11.126

com.amazonaws

aws-java-sdk-sns

1.11.126

com.amazonaws

aws-java-sdk-sqs

1.11.126

com.amazonaws

aws-java-sdk-ssm

1.11.126

com.amazonaws

aws-java-sdk-storagegateway

1.11.126

com.amazonaws

aws-java-sdk-sts

1.11.126

com.amazonaws

aws-java-sdk-support

1.11.126

com.amazonaws

aws-java-sdk-swf-libraries

1.11.22

com.amazonaws

aws-java-sdk-workspaces

1.11.126

com.amazonaws

jmespath-java

1.11.126

com.carrotsearch

hppc

0.7.1

com.chuusai

shapeless_2.10

2.3.2

com.clearspring.analytics

stream

2.7.0

com.databricks

Rserve

1.8-3

com.databricks

dbml-local_2.10

0.2.1-db2-spark2.2

com.databricks

dbml-local_2.10-tests

0.2.1-db2-spark2.2

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

2.6.7

com.fasterxml.jackson.core

jackson-core

2.6.7

com.fasterxml.jackson.core

jackson-databind

2.6.7.1

com.fasterxml.jackson.dataformat

jackson-dataformat-cbor

2.6.7

com.fasterxml.jackson.datatype

jackson-datatype-joda

2.6.7

com.fasterxml.jackson.module

jackson-module-paranamer

2.6.7

com.fasterxml.jackson.module

jackson-module-scala_2.10

2.6.7.1

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.jamesmurty.utils

java-xmlbuilder

1.0

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.microsoft.azure

azure-data-lake-store-sdk

2.0.11

com.microsoft.sqlserver

mssql-jdbc

6.1.0.jre8

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.vlkan

flatbuffers

1.2.0-3f79e055

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

3.9.9.Final

io.netty

netty-all

4.0.43.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

1.1.1

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

mx4j

mx4j

3.0.2

mysql

mysql-connector-java

5.1.27

net.hydromatic

eigenbase-properties

1.1.5

net.iharder

base64

2.3.8

net.java.dev.jets3t

jets3t

0.9.3

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.arrow

arrow-format

0.4.0

org.apache.arrow

arrow-memory

0.4.0

org.apache.arrow

arrow-vector

0.4.0

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

1.8.2

org.apache.parquet

parquet-common

1.8.2

org.apache.parquet

parquet-encoding

1.8.2

org.apache.parquet

parquet-format

2.3.1

org.apache.parquet

parquet-hadoop

1.8.2

org.apache.parquet

parquet-jackson

1.8.2

org.apache.thrift

libfb303

0.9.3

org.apache.thrift

libthrift

0.9.3

org.apache.xbean

xbean-asm5-shaded

4.4

org.apache.zookeeper

zookeeper

3.4.6

org.bouncycastle

bcprov-jdk15on

1.51

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

9.3.11.v20160721

org.eclipse.jetty

jetty-continuation

9.3.11.v20160721

org.eclipse.jetty

jetty-http

9.3.11.v20160721

org.eclipse.jetty

jetty-io

9.3.11.v20160721

org.eclipse.jetty

jetty-jndi

9.3.11.v20160721

org.eclipse.jetty

jetty-plus

9.3.11.v20160721

org.eclipse.jetty

jetty-proxy

9.3.11.v20160721

org.eclipse.jetty

jetty-security

9.3.11.v20160721

org.eclipse.jetty

jetty-server

9.3.11.v20160721

org.eclipse.jetty

jetty-servlet

9.3.11.v20160721

org.eclipse.jetty

jetty-servlets

9.3.11.v20160721

org.eclipse.jetty

jetty-util

9.3.11.v20160721

org.eclipse.jetty

jetty-webapp

9.3.11.v20160721

org.eclipse.jetty

jetty-xml

9.3.11.v20160721

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.rocksdb

rocksdbjni

5.2.1

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

0.13.2

org.scalanlp

breeze_2.10

0.13.2

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

0.13.0

org.spire-math

spire_2.10

0.13.0

org.springframework

spring-core

4.1.4.RELEASE

org.springframework

spring-test

4.1.4.RELEASE

org.tukaani

xz

1.0

org.typelevel

machinist_2.10

0.6.1

org.typelevel

macro-compat_2.10

1.1.1

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

software.amazon.ion

ion-java

1.0.2

stax

stax-api

1.0.1

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

amazon-kinesis-client

1.7.3

com.amazonaws

aws-java-sdk-autoscaling

1.11.126

com.amazonaws

aws-java-sdk-cloudformation

1.11.126

com.amazonaws

aws-java-sdk-cloudfront

1.11.126

com.amazonaws

aws-java-sdk-cloudhsm

1.11.126

com.amazonaws

aws-java-sdk-cloudsearch

1.11.126

com.amazonaws

aws-java-sdk-cloudtrail

1.11.126

com.amazonaws

aws-java-sdk-cloudwatch

1.11.126

com.amazonaws

aws-java-sdk-cloudwatchmetrics

1.11.126

com.amazonaws

aws-java-sdk-codedeploy

1.11.126

com.amazonaws

aws-java-sdk-cognitoidentity

1.11.126

com.amazonaws

aws-java-sdk-cognitosync

1.11.126

com.amazonaws

aws-java-sdk-config

1.11.126

com.amazonaws

aws-java-sdk-core

1.11.126

com.amazonaws

aws-java-sdk-datapipeline

1.11.126

com.amazonaws

aws-java-sdk-directconnect

1.11.126

com.amazonaws

aws-java-sdk-directory

1.11.126

com.amazonaws

aws-java-sdk-dynamodb

1.11.126

com.amazonaws

aws-java-sdk-ec2

1.11.126

com.amazonaws

aws-java-sdk-ecs

1.11.126

com.amazonaws

aws-java-sdk-efs

1.11.126

com.amazonaws

aws-java-sdk-elasticache

1.11.126

com.amazonaws

aws-java-sdk-elasticbeanstalk

1.11.126

com.amazonaws

aws-java-sdk-elasticloadbalancing

1.11.126

com.amazonaws

aws-java-sdk-elastictranscoder

1.11.126

com.amazonaws

aws-java-sdk-emr

1.11.126

com.amazonaws

aws-java-sdk-glacier

1.11.126

com.amazonaws

aws-java-sdk-iam

1.11.126

com.amazonaws

aws-java-sdk-importexport

1.11.126

com.amazonaws

aws-java-sdk-kinesis

1.11.126

com.amazonaws

aws-java-sdk-kms

1.11.126

com.amazonaws

aws-java-sdk-lambda

1.11.126

com.amazonaws

aws-java-sdk-logs

1.11.126

com.amazonaws

aws-java-sdk-machinelearning

1.11.126

com.amazonaws

aws-java-sdk-opsworks

1.11.126

com.amazonaws

aws-java-sdk-rds

1.11.126

com.amazonaws

aws-java-sdk-redshift

1.11.126

com.amazonaws

aws-java-sdk-route53

1.11.126

com.amazonaws

aws-java-sdk-s3

1.11.126

com.amazonaws

aws-java-sdk-ses

1.11.126

com.amazonaws

aws-java-sdk-simpledb

1.11.126

com.amazonaws

aws-java-sdk-simpleworkflow

1.11.126

com.amazonaws

aws-java-sdk-sns

1.11.126

com.amazonaws

aws-java-sdk-sqs

1.11.126

com.amazonaws

aws-java-sdk-ssm

1.11.126

com.amazonaws

aws-java-sdk-storagegateway

1.11.126

com.amazonaws

aws-java-sdk-sts

1.11.126

com.amazonaws

aws-java-sdk-support

1.11.126

com.amazonaws

aws-java-sdk-swf-libraries

1.11.22

com.amazonaws

aws-java-sdk-workspaces

1.11.126

com.amazonaws

jmespath-java

1.11.126

com.carrotsearch

hppc

0.7.1

com.chuusai

shapeless_2.11

2.3.2

com.clearspring.analytics

stream

2.7.0

com.databricks

Rserve

1.8-3

com.databricks

dbml-local_2.11

0.2.1-db2-spark2.2

com.databricks

dbml-local_2.11-tests

0.2.1-db2-spark2.2

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

2.6.7

com.fasterxml.jackson.core

jackson-core

2.6.7

com.fasterxml.jackson.core

jackson-databind

2.6.7.1

com.fasterxml.jackson.dataformat

jackson-dataformat-cbor

2.6.7

com.fasterxml.jackson.datatype

jackson-datatype-joda

2.6.7

com.fasterxml.jackson.module

jackson-module-paranamer

2.6.7

com.fasterxml.jackson.module

jackson-module-scala_2.11

2.6.7.1

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.jamesmurty.utils

java-xmlbuilder

1.0

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.microsoft.azure

azure-data-lake-store-sdk

2.0.11

com.microsoft.sqlserver

mssql-jdbc

6.1.0.jre8

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.vlkan

flatbuffers

1.2.0-3f79e055

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

3.9.9.Final

io.netty

netty-all

4.0.43.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

1.1.1

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

mx4j

mx4j

3.0.2

mysql

mysql-connector-java

5.1.27

net.hydromatic

eigenbase-properties

1.1.5

net.iharder

base64

2.3.8

net.java.dev.jets3t

jets3t

0.9.3

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.arrow

arrow-format

0.4.0

org.apache.arrow

arrow-memory

0.4.0

org.apache.arrow

arrow-vector

0.4.0

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

1.8.2

org.apache.parquet

parquet-common

1.8.2

org.apache.parquet

parquet-encoding

1.8.2

org.apache.parquet

parquet-format

2.3.1

org.apache.parquet

parquet-hadoop

1.8.2

org.apache.parquet

parquet-jackson

1.8.2

org.apache.thrift

libfb303

0.9.3

org.apache.thrift

libthrift

0.9.3

org.apache.xbean

xbean-asm5-shaded

4.4

org.apache.zookeeper

zookeeper

3.4.6

org.bouncycastle

bcprov-jdk15on

1.51

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

9.3.11.v20160721

org.eclipse.jetty

jetty-continuation

9.3.11.v20160721

org.eclipse.jetty

jetty-http

9.3.11.v20160721

org.eclipse.jetty

jetty-io

9.3.11.v20160721

org.eclipse.jetty

jetty-jndi

9.3.11.v20160721

org.eclipse.jetty

jetty-plus

9.3.11.v20160721

org.eclipse.jetty

jetty-proxy

9.3.11.v20160721

org.eclipse.jetty

jetty-security

9.3.11.v20160721

org.eclipse.jetty

jetty-server

9.3.11.v20160721

org.eclipse.jetty

jetty-servlet

9.3.11.v20160721

org.eclipse.jetty

jetty-servlets

9.3.11.v20160721

org.eclipse.jetty

jetty-util

9.3.11.v20160721

org.eclipse.jetty

jetty-webapp

9.3.11.v20160721

org.eclipse.jetty

jetty-xml

9.3.11.v20160721

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.rocksdb

rocksdbjni

5.2.1

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

0.13.2

org.scalanlp

breeze_2.11

0.13.2

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

0.13.0

org.spire-math

spire_2.11

0.13.0

org.springframework

spring-core

4.1.4.RELEASE

org.springframework

spring-test

4.1.4.RELEASE

org.tukaani

xz

1.0

org.typelevel

machinist_2.11

0.6.1

org.typelevel

macro-compat_2.11

1.1.1

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

software.amazon.ion

ion-java

1.0.2

stax

stax-api

1.0.1

xmlenc

xmlenc

0.52