Databricks Runtime 3.0 (Unsupported)

Databricks released this image in early July, 2017.

Important

This release was deprecated on September 5, 2017. 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 3.0 powered by Apache Spark.

Changes and Improvements

Performance and DBIO

Databricks Runtime 3.0 includes a number of updates in DBIO that improve performance, data integrity, and security:

  • Higher S3 throughput: Improves read and write performance of your Spark jobs.

  • More efficient decoding: Boosts CPU efficiency when decoding nested parquet data structures like arrays and structs.

  • Data skipping: Allows users to leverage statistics on data files to prune files more effectively in query processing. This feature is experimental and APIs will likely be changed in the future.

  • Transactional writes to S3: Features transactional (atomic) writes (both appends and new writes) to S3. Speculation can be turned on safely.

As part of DBIO, Amazon Redshift connector enhancement includes:

  • Advanced push down into Redshift: Query fragments that contain limit, samples, and aggregations can now be pushed down into Redshift for execution to reduce data movement from Redshift clusters to Spark.

  • Automatic end-to-end encryption with Redshift: Data at rest and in transport can be encrypted automatically.

DBES

  • SQL ACLs Public Preview: Databricks is proud to announce the release of SQL access controls for Enterprise Customers. SQL ACLs allow administrators to set fine-grained permissions to tables, views and functions. This works perfectly for analysts that should have access to only a certain subset of the data. Please contact your account representative for pricing and how to get started with this feature.

Serverless

  • Improved multi-tenancy: When multiple users run workloads concurrently on the same cluster, Databricks Runtime 3.0 ensures that these users can get fair shares of the resources, so users running short, interactive queries are not blocked by users running large ETL jobs.

  • Auto scaling local storage: Databricks Runtime 3.0 can automatically configure local storage and scale them on demand. Users no longer need to estimate and provision EBS volumes.

  • Improved auto-scaling stability.

Streaming

Other Features and Improvements

  • Added Higher-order functions support for manipulating array data.

  • Performance improvements for window functions.

  • Added a new CSV/JSON option badRecordsPath that provides a unified interface for handling both corrupt records and files to facilitate data cleaning and ETL. With this feature, users can obtain the exception records, reasons and time from the exception logs without interrupting the jobs.

Environment

  • Upgrade Ubuntu to 16.04.2 LTS.

  • Upgraded AWS SDK to 1.11.126.

  • Upgraded Jackson JSON library to 2.6.5.

  • Upgraded Python library futures to 3.1.1, pyparsing to 2.2.0, and setuptools to 36.0.1.

Apache Spark

The Databricks Runtime 3.0 includes Apache Spark 2.2.0. Apache Spark 2.2.0 is the third release on the 2.x line. This release removes the experimental tag from Structured Streaming. In addition, this release focuses more on usability, stability, and polish, resolving over 1100 tickets.

Core and Spark SQL

Structured Streaming

  • General Avaliability

    • [SPARK-20844] The Structured Streaming APIs are now GA and is no longer labeled experimental

  • Kafka Improvements

    • [SPARK-19719] Support for reading and writing data in streaming or batch to/from Apache Kafka

    • [SPARK-19968] Cached producer for lower latency kafka to kafka streams.

  • API updates

    • [SPARK-19067] Support for complex stateful processing and timeouts using [flat]MapGroupsWithState

    • [SPARK-19876] Support for one time triggers

  • Other notable changes

MLlib

  • New algorithms in DataFrame-based API

    • [SPARK-14709]: LinearSVC (Linear SVM Classifier) (Scala/Java/Python/R)

    • [SPARK-19635]: ChiSquare test in DataFrame-based API (Scala/Java/Python)

    • [SPARK-19636]: Correlation in DataFrame-based API (Scala/Java/Python)

    • [SPARK-13568]: Imputer feature transformer for imputing missing values (Scala/Java/Python)

    • [SPARK-18929]: Add Tweedie distribution for GLMs (Scala/Java/Python/R)

    • [SPARK-14503]: FPGrowth frequent pattern mining and AssociationRules (Scala/Java/Python/R)

  • Existing algorithms added to Python and R APIs

  • Other major features

    • [SPARK-19535]: ALSModel recommendForAllUsers, recommendForAllItems (Scala/Java/Python)

    • [SPARK-14489]: ALS coldStartStrategy Param for supporting new/unknown user and item IDs, and for improved compatibility with model tuning (CrossValidator and TrainValidationSplit)

    • [SPARK-20047]: Box-constrained Logistic Regression

  • Minor features

    • [SPARK-14567]: Add instrumentation logs to MLlib training algorithms

    • [SPARK-17471]: Matrix functionality: methods to compress, foreachActive, convert to col/row-major format

    • [SPARK-14272]: Add LogLikelihood to GaussianMixtureModel summary

    • [SPARK-19282]: RandomForestRegressionModel should expose getMaxDepth in R

    • [SPARK-17629]: local version of Word2Vec findSynonyms

    • [SPARK-17645]: ChiSqSelector adds support for feature selection using False Discovery Rate (FDR) and Family Wise Error rate (FWE)

    • [SPARK-14975]: GBTClassificationModel, GBTRegressionModel predict class conditional probabilities

  • Dependency changes

  • Major bug fixes

    • [SPARK-19110]: DistributedLDAModel.logPrior correctness fix

    • [SPARK-17975]: EMLDAOptimizer fails with ClassCastException (caused by GraphX checkpointing bug)

    • [SPARK-18715]: Fix wrong AIC calculation in Binomial GLM

    • [SPARK-16473]: BisectingKMeans failing during training with “java.util.NoSuchElementException: key not found” for certain inputs

    • [SPARK-19348]: pyspark.ml.Pipeline gets corrupted under multi-threaded use

  • Minor bug fixes

    • [SPARK-18274]: Memory leak in PySpark StringIndexer (follow-up to major fix)

    • [SPARK-19985]: Some ML Models fail to copy or do not set parent correctly

    • [SPARK-14772]: Make Python ML Params.copy treatment of uid and ParamMaps match Scala

    • [SPARK-19400]: GLM fails for intercept-only model

    • [SPARK-20214]: PySpark Vector conversion from scipy.sparse.dok_matrix fails to sort - indices

    • [SPARK-20423]: fix MLOR coeffs centering when regParam is 0

    • [SPARK-18374]: Incorrect words in StopWords/english.txt for StopWordsRemover

    • [SPARK-18036]: Decision Tree edge case improvements, including constant features

    • [SPARK-20615]: SparseVector.argmax edge case

  • Optimizations

  • Improved null and type handling

GraphX

  • Bug fixes

    • [SPARK-18847]: PageRank gives incorrect results for graphs with sinks

    • [SPARK-14804]: Graph vertexRDD/EdgeRDD checkpoint results ClassCastException

  • Optimizations

    • [SPARK-18845]: PageRank initial value improvement for faster convergence

    • [SPARK-5484]: Pregel should checkpoint periodically to avoid StackOverflowError

SparkR

  • New features

    • Spark SQL in R

    • MLlib in R

      • New algorithm APIs are listed in the MLlib section.

      • Fixes

        • [SPARK-19282]: RandomForestRegressionModel should expose getMaxDepth in R

        • [SPARK-19291]: spark.gaussianMixture should provide log-likelihood

  • Bug fixes

    • Spark Core / SQL

      • [SPARK-19925]: SparkR spark.getSparkFiles fails on executor

      • [SPARK-19342]: DataType Timestamp is converted to numeric in collect method

      • [SPARK-19232]: SparkR distribution cache location is wrong on Windows

    • MLlib

      • [SPARK-19395]: Model coefficients should be matrix type

      • [SPARK-19133]: SparkR GLM: allow specifying Gamma family

      • [SPARK-19319]: SparkR K-Means summary returns error when fewer clusters are found than requested

      • [SPARK-19066]: SparkR LDA does not set optimizer correctly. This is technically a behavior change, but it changes the behavior to match the documentation and Scala/Java/Python.

  • Other improvements

    • [SPARK-17838]: Strict type checking for arguments with better messages

    • [SPARK-19324]: Do not drop JVM stdout output in SparkR

    • [SPARK-19142]: spark.kmeans should take seed, initSteps, and tol as parameters

Deprecations

  • MLlib

    • [SPARK-18613]: spark.ml LDA classes should not expose spark.mllib in APIs. In spark.ml.LDAModel, deprecated oldLocalModel and getModel.

  • SparkR

Changes of Behavior

  • MLlib

    • [SPARK-19787]: DeveloperApi ALS.train() uses default regParam value 0.1 instead of 1.0, in order to match regular ALS API’s default regParam setting.

  • SPARKR

    • [SPARK-19291]: This added log-likelihood for SparkR Gaussian Mixture Models, but doing so introduced a SparkR model persistence incompatibility: Gaussian Mixture Models saved from SparkR 2.1 may not be loaded into SparkR 2.2. We plan to put in place backwards compatibility guarantees for SparkR in the future.

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 16.04.2 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

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

3.1.1

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

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

0.17.1

scipy

0.18.1

scour

0.32

seaborn

0.7.1

setuptools

36.0.1

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

2.2.0

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.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

0.1.2-spark2.1

com.databricks

dbml-local_2.10-tests

0.1.2-spark2.1

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

2.6.5

com.fasterxml.jackson.core

jackson-core

2.6.5

com.fasterxml.jackson.core

jackson-databind

2.6.5

com.fasterxml.jackson.dataformat

jackson-dataformat-cbor

2.6.5

com.fasterxml.jackson.datatype

jackson-datatype-joda

2.6.5

com.fasterxml.jackson.module

jackson-module-paranamer

2.6.5

com.fasterxml.jackson.module

jackson-module-scala_2.10

2.6.5

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.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.azure

azure-storage

2.0.0

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

3.9.9.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.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-azure

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.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

0.13.1

org.scalanlp

breeze_2.10

0.13.1

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.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

0.1.2-spark2.1

com.databricks

dbml-local_2.11-tests

0.1.2-spark2.1

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

2.6.5

com.fasterxml.jackson.core

jackson-core

2.6.5

com.fasterxml.jackson.core

jackson-databind

2.6.5

com.fasterxml.jackson.dataformat

jackson-dataformat-cbor

2.6.5

com.fasterxml.jackson.datatype

jackson-datatype-joda

2.6.5

com.fasterxml.jackson.module

jackson-module-paranamer

2.6.5

com.fasterxml.jackson.module

jackson-module-scala_2.11

2.6.5

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.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.azure

azure-storage

2.0.0

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

3.9.9.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.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-azure

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.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

0.13.1

org.scalanlp

breeze_2.11

0.13.1

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