Databricks Runtime 6.3 (EoS)

Note

Support for this Databricks Runtime version has ended. For the end-of-support date, see End-of-support history. For all supported Databricks Runtime versions, see Databricks Runtime release notes versions and compatibility.

Databricks released this version in January 2020.

The following release notes provide information about Databricks Runtime 6.3, powered by Apache Spark.

New features

Delta Lake

This release introduces support for reading Delta tables from other processing engines and improved concurrency. The key features are:

  • Support for processing engines using manifest files - You can now query Delta tables from Presto and Amazon Athena (Public Preview), Snowflake (Experimental), and Redshift Spectrum (Experimental) using manifest files, which you can generate using Scala, Java, Python, and SQL APIs.

  • Improved concurrency for all Delta Lake operations - You can now run more Delta Lake operations concurrently. Delta Lake’s optimistic concurrency control has been improved by making conflict detection more fine-grained. This makes it easier to run complex workflows on Delta tables. For example:

    • Running deletes (for example, for GDPR compliance) concurrently on older partitions while newer partitions are being appended.

    • Running updates and merges concurrently on disjoint sets of partitions.

    • Running file compactions concurrently with appends.

    See Isolation levels and write conflicts on Databricks.

  • Improved support for file compaction - You can now compact files by rewriting them with the DataFrameWriter option dataChange set to false. This option allows a compaction operation to run concurrently with other batch and streaming operations. See Compact files for details.

  • Improved performance for insert-only merge - Delta Lake now provides more optimized performance for merge operations that have only insert clauses and no update clauses. Furthermore, Delta Lake ensures that writes from such insert-only merges only append new data to the table. Hence, you can now use Structured Streaming and insert-only merges to do continuous deduplication of data (for example, logs). See Data deduplication when writing into Delta tables for details.

Add additional ports to allow list when process isolation is enabled

Note

This article contains references to the term whitelist, a term that Databricks does not use. When the term is removed from the software, we’ll remove it from this article.

When you enable security features like table ACLs or credential passthrough on the cluster, you can now specify additional outbound ports you want Python processes to be able to access by setting the Spark config spark.databricks.pyspark.iptable.outbound.whitelisted.ports to the ports to allow. The supported format of the configuration value is [port[:port][,port[:port]]...], for example: 21,22,9000:9999. The port must be within the valid range, i.e. 0-65535.

Disable job output for Scala jobs

Job output, such as log output emitted to stdout, is subject to a 20MB size limit. You can prevent stdout from being returned from the driver to Databricks by setting the spark.databricks.driver.disableScalaOutput Spark configuration to true. The flag controls cell output for Scala JAR jobs and Scala notebooks. See Output size limits for JAR jobs.

Inline Matplotlib figures now supported in Databricks notebooks (Public Preview)

You can now automatically display Matplotlib figures without needing to pass the figure to the display method. For details, see Matplotlib.

Improvements

  • shutil.copytree now work for /dbfs.

  • When running Structured Streaming production jobs on High Concurrency mode clusters, restarts of a job would occasionally fail, because the previously running job wasn’t terminated properly. To ensure that the previous run stops, set the SQL configuration spark.sql.streaming.stopActiveRunOnRestart true on your cluster. In the case that the stream cannot be stopped properly, a timeout exception will be thrown in 15 seconds. In this case, we recommend restarting your cluster.

  • Upgraded several installed R libraries. See Installed R libraries.

Apache Spark

Databricks Runtime 6.3 includes Apache Spark 2.4.4. This release includes all Spark fixes and improvements included in Databricks Runtime 6.2 (EoS), as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-30198][CORE] BytesToBytesMap does not grow internal long array as expected

  • [SPARK-29918][SQL] RecordBinaryComparator should check endianness when compared by long

  • [SPARK-30274][CORE] Avoid BytesToBytesMap lookup hang forever when holding keys reaching max capacity

  • [SPARK-25392][CORE][WEBUI] Prevent error page when accessing pools page from history server

  • [SPARK-30263][CORE] Don’t log potentially sensitive value of non-Spark properties ignored in spark-submit

  • [SPARK-28637][SQL] Thriftserver support interval type

  • [SPARK-30238][SQL] hive partition pruning can only support string and integral types

  • [SPARK-30198][CORE] BytesToBytesMap does not grow internal long array as expected

  • [SPARK-24666][ML] Fix infinity vectors produced by Word2Vec when numIterations are large

  • [SPARK-30129][CORE] Set client’s id in TransportClient after successful auth

  • [SPARK-30050][SQL] analyze table and rename table should not erase hive table bucketing info

  • [SPARK-28152][SQL] Mapped ShortType to SMALLINT and FloatType to REAL for MsSqlServerDialect

  • [SPARK-29971][CORE] Fix buffer leaks in TransportFrameDecoder/TransportCipher

  • [SPARK-29970][WEBUI] Preserver open/close state of Timelineview

  • [SPARK-29949][SQL] Fix formatting of timestamps by JSON/CSV datasources

  • [SPARK-27558][CORE] Gracefully cleanup task when it fails with OOM exception

  • [SPARK-29758][SQL] Fix truncation of requested string fields in json_tuple

  • [SPARK-29949][SQL] Fix formatting of timestamps by JSON/CSV datasources

  • [SPARK-29936][R] Fix SparkR lint errors and add lint-r GitHub Action

  • [SPARK-29904][SQL] Parse timestamps in microsecond precision by JSON/CSV datasources

  • [SPARK-29904][SQL] Parse timestamps in microsecond precision by JSON/CSV datasources

  • [SPARK-26499][SQL] JdbcUtils.makeGetter does not handle ByteType

  • [SPARK-29682][SQL] Resolve conflicting attributes in Expand correctly

  • [SPARK-29875][PYTHON][SQL] Avoid to use deprecated pyarrow.open_stream API in Spark 2.4.x

  • [SPARK-29850][SQL] sort-merge-join an empty table should not memory leak

  • [SPARK-28939][SQL] Propagate SQLConf for plans executed by toRdd

System environment

  • Operating System: Ubuntu 16.04.6 LTS

  • Java: 1.8.0_252

  • Scala: 2.11.12

  • Python: 3.7.3

  • R: R version 3.6.2 (2019-12-12)

  • Delta Lake: 0.5.0

Note

Although Scala 2.12 is available as an experimental feature in Apache Spark 2.4, it is not supported in Databricks Runtime 6.3.

Installed Python libraries

Library

Version

Library

Version

Library

Version

asn1crypto

0.24.0

backcall

0.1.0

boto

2.49.0

boto3

1.9.162

botocore

1.12.163

certifi

2019.3.9

cffi

1.12.2

chardet

3.0.4

cryptography

2.6.1

cycler

0.10.0

Cython

0.29.6

decorator

4.4.0

docutils

0.14

idna

2.8

ipykernel

5.1.0

ipython

7.4.0

ipython-genutils

0.2.0

jedi

0.13.3

jmespath

0.9.4

jupyter-client

5.2.4

jupyter-core

4.4.0

kiwisolver

1.1.0

matplotlib

3.0.3

numpy

1.16.2

pandas

0.24.2

parso

0.3.4

patsy

0.5.1

pexpect

4.6.0

pickleshare

0.7.5

pip

19.0.3

prompt-toolkit

2.0.9

psycopg2

2.7.6.1

ptyprocess

0.6.0

pyarrow

0.13.0

pycparser

2.19

pycurl

7.43.0

Pygments

2.3.1

PyGObject

3.20.0

pyOpenSSL

19.0.0

pyparsing

2.4.6

PySocks

1.6.8

python-apt

1.1.0.b1+ubuntu0.16.04.5

python-dateutil

2.8.0

pytz

2018.9

pyzmq

18.0.0

requests

2.21.0

s3transfer

0.2.1

scikit-learn

0.20.3

scipy

1.2.1

seaborn

0.9.0

setuptools

40.8.0

six

1.12.0

ssh-import-id

5.5

statsmodels

0.9.0

tornado

6.0.2

traitlets

4.3.2

unattended-upgrades

0.1

urllib3

1.24.1

virtualenv

16.4.1

wcwidth

0.1.7

wheel

0.33.1

Installed R libraries

Library

Version

Library

Version

Library

Version

abind

1.4-5

askpass

1.1

assertthat

0.2.1

backports

1.1.5

base

3.6.2

base64enc

0.1-3

BH

1.69.0-1

bit

1.1-14

bit64

0.9-7

bitops

1.0-6

blob

1.2.0

boot

1.3-23

brew

1.0-6

callr

3.3.2

car

3.0-4

carData

3.0-2

caret

6.0-84

cellranger

1.1.0

chron

2.3-54

class

7.3-15

cli

1.1.0

clipr

0.7.0

clisymbols

1.2.0

cluster

2.1.0

codetools

0.2-16

colorspace

1.4-1

commonmark

1.7

compiler

3.6.2

config

0.3

covr

3.3.2

crayon

1.3.4

crosstalk

1.0.0

curl

4.2

data.table

1.12.6

datasets

3.6.2

DBI

1.0.0

dbplyr

1.4.2

desc

1.2.0

devtools

2.2.1

digest

0.6.22

doMC

1.3.6

dplyr

0.8.3

DT

0.9

ellipsis

0.3.0

evaluate

0.14

fansi

0.4.0

fastmap

1.0.1

forcats

0.4.0

foreach

1.4.7

foreign

0.8-74

forge

0.2.0

fs

1.3.1

gbm

2.1.5

generics

0.0.2

ggplot2

3.2.1

gh

1.0.1

git2r

0.26.1

glmnet

2.0-18

glue

1.3.1

gower

0.2.1

graphics

3.6.2

grDevices

3.6.2

grid

3.6.2

gridExtra

2.3

gsubfn

0.7

gtable

0.3.0

h2o

3.26.0.2

haven

2.1.1

hms

0.5.1

htmltools

0.4.0

htmlwidgets

1.5.1

httpuv

1.5.2

httr

1.4.1

hwriter

1.3.2

hwriterPlus

1.0-3

ini

0.3.1

ipred

0.9-9

iterators

1.0.12

jsonlite

1.6

KernSmooth

2.23-16

labeling

0.3

later

1.0.0

lattice

0.20-38

lava

1.6.6

lazyeval

0.2.2

lifecycle

0.1.0

littler

0.3.9

lme4

1.1-21

lubridate

1.7.4

magrittr

1.5

mapproj

1.2.6

maps

3.3.0

maptools

0.9-8

MASS

7.3-51.5

Matrix

1.2-18

MatrixModels

0.4-1

memoise

1.1.0

methods

3.6.2

mgcv

1.8-31

mime

0.7

minqa

1.2.4

ModelMetrics

1.2.2

munsell

0.5.0

mvtnorm

1.0-11

nlme

3.1-143

nloptr

1.2.1

nnet

7.3-12

numDeriv

2016.8-1.1

openssl

1.4.1

openxlsx

4.1.2

parallel

3.6.2

pbkrtest

0.4-7

pillar

1.4.2

pkgbuild

1.0.6

pkgconfig

2.0.3

pkgKitten

0.1.5

pkgload

1.0.2

plogr

0.2.0

plyr

1.8.4

praise

1.0.0

prettyunits

1.0.2

pROC

1.15.3

processx

3.4.1

prodlim

2018.04.18

progress

1.2.2

promises

1.1.0

proto

1.0.0

ps

1.3.0

purrr

0.3.3

quantreg

5.51

R.methodsS3

1.7.1

R.oo

1.22.0

R.utils

2.9.0

r2d3

0.2.3

R6

2.4.0

randomForest

4.6-14

rappdirs

0.3.1

rcmdcheck

1.3.3

RColorBrewer

1.1-2

Rcpp

1.0.2

RcppEigen

0.3.3.5.0

RCurl

1.95-4.12

readr

1.3.1

readxl

1.3.1

recipes

0.1.7

rematch

1.0.1

remotes

2.1.0

reshape2

1.4.3

rex

1.1.2

rio

0.5.16

rlang

0.4.1

RODBC

1.3-16

roxygen2

6.1.1

rpart

4.1-15

rprojroot

1.3-2

Rserve

1.8-6

RSQLite

2.1.2

rstudioapi

0.10

rversions

2.0.0

scales

1.0.0

sessioninfo

1.1.1

shiny

1.4.0

sourcetools

0.1.7

sp

1.3-1

sparklyr

1.0.4

SparkR

2.4.5

SparseM

1.77

spatial

7.3-11

splines

3.6.2

sqldf

0.4-11

SQUAREM

2017.10-1

statmod

1.4.32

stats

3.6.2

stats4

3.6.2

stringi

1.4.3

stringr

1.4.0

survival

2.44-1.1

sys

3.3

tcltk

3.6.2

TeachingDemos

2.10

testthat

2.2.1

tibble

2.1.3

tidyr

1.0.0

tidyselect

0.2.5

timeDate

3043.102

tools

3.6.2

usethis

1.5.1

utf8

1.1.4

utils

3.6.2

vctrs

0.2.0

viridisLite

0.3.0

whisker

0.4

withr

2.1.2

xml2

1.2.2

xopen

1.0.0

xtable

1.8-4

yaml

2.2.0

zeallot

0.1.0

zip

2.0.4

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

1.8.10

com.amazonaws

aws-java-sdk-autoscaling

1.11.595

com.amazonaws

aws-java-sdk-cloudformation

1.11.595

com.amazonaws

aws-java-sdk-cloudfront

1.11.595

com.amazonaws

aws-java-sdk-cloudhsm

1.11.595

com.amazonaws

aws-java-sdk-cloudsearch

1.11.595

com.amazonaws

aws-java-sdk-cloudtrail

1.11.595

com.amazonaws

aws-java-sdk-cloudwatch

1.11.595

com.amazonaws

aws-java-sdk-cloudwatchmetrics

1.11.595

com.amazonaws

aws-java-sdk-codedeploy

1.11.595

com.amazonaws

aws-java-sdk-cognitoidentity

1.11.595

com.amazonaws

aws-java-sdk-cognitosync

1.11.595

com.amazonaws

aws-java-sdk-config

1.11.595

com.amazonaws

aws-java-sdk-core

1.11.595

com.amazonaws

aws-java-sdk-datapipeline

1.11.595

com.amazonaws

aws-java-sdk-directconnect

1.11.595

com.amazonaws

aws-java-sdk-directory

1.11.595

com.amazonaws

aws-java-sdk-dynamodb

1.11.595

com.amazonaws

aws-java-sdk-ec2

1.11.595

com.amazonaws

aws-java-sdk-ecs

1.11.595

com.amazonaws

aws-java-sdk-efs

1.11.595

com.amazonaws

aws-java-sdk-elasticache

1.11.595

com.amazonaws

aws-java-sdk-elasticbeanstalk

1.11.595

com.amazonaws

aws-java-sdk-elasticloadbalancing

1.11.595

com.amazonaws

aws-java-sdk-elastictranscoder

1.11.595

com.amazonaws

aws-java-sdk-emr

1.11.595

com.amazonaws

aws-java-sdk-glacier

1.11.595

com.amazonaws

aws-java-sdk-glue

1.11.595

com.amazonaws

aws-java-sdk-iam

1.11.595

com.amazonaws

aws-java-sdk-importexport

1.11.595

com.amazonaws

aws-java-sdk-kinesis

1.11.595

com.amazonaws

aws-java-sdk-kms

1.11.595

com.amazonaws

aws-java-sdk-lambda

1.11.595

com.amazonaws

aws-java-sdk-logs

1.11.595

com.amazonaws

aws-java-sdk-machinelearning

1.11.595

com.amazonaws

aws-java-sdk-opsworks

1.11.595

com.amazonaws

aws-java-sdk-rds

1.11.595

com.amazonaws

aws-java-sdk-redshift

1.11.595

com.amazonaws

aws-java-sdk-route53

1.11.595

com.amazonaws

aws-java-sdk-s3

1.11.595

com.amazonaws

aws-java-sdk-ses

1.11.595

com.amazonaws

aws-java-sdk-simpledb

1.11.595

com.amazonaws

aws-java-sdk-simpleworkflow

1.11.595

com.amazonaws

aws-java-sdk-sns

1.11.595

com.amazonaws

aws-java-sdk-sqs

1.11.595

com.amazonaws

aws-java-sdk-ssm

1.11.595

com.amazonaws

aws-java-sdk-storagegateway

1.11.595

com.amazonaws

aws-java-sdk-sts

1.11.595

com.amazonaws

aws-java-sdk-support

1.11.595

com.amazonaws

aws-java-sdk-swf-libraries

1.11.22

com.amazonaws

aws-java-sdk-workspaces

1.11.595

com.amazonaws

jmespath-java

1.11.595

com.carrotsearch

hppc

0.7.2

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

0.5.0-db8-spark2.4

com.databricks

dbml-local_2.11-tests

0.5.0-db8-spark2.4

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

4.0.2

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.luben

zstd-jni

1.3.2-2

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.microsoft.azure

azure-data-lake-store-sdk

2.2.8

com.microsoft.azure

azure-storage

7.0.0

com.microsoft.sqlserver

mssql-jdbc

6.2.2.jre8

com.ning

compress-lzf

1.0.3

com.sun.mail

javax.mail

1.5.2

com.thoughtworks.paranamer

paranamer

2.8

com.trueaccord.lenses

lenses_2.11

0.3

com.twitter

chill-java

0.9.3

com.twitter

chill_2.11

0.9.3

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

2.7.3

com.vlkan

flatbuffers

1.2.0-3f79e055

com.zaxxer

HikariCP

3.1.0

commons-beanutils

commons-beanutils

1.9.4

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

3.1

commons-pool

commons-pool

1.5.4

info.ganglia.gmetric4j

gmetric4j

1.0.7

io.airlift

aircompressor

0.10

io.dropwizard.metrics

metrics-core

3.1.5

io.dropwizard.metrics

metrics-ganglia

3.1.5

io.dropwizard.metrics

metrics-graphite

3.1.5

io.dropwizard.metrics

metrics-healthchecks

3.1.5

io.dropwizard.metrics

metrics-jetty9

3.1.5

io.dropwizard.metrics

metrics-json

3.1.5

io.dropwizard.metrics

metrics-jvm

3.1.5

io.dropwizard.metrics

metrics-log4j

3.1.5

io.dropwizard.metrics

metrics-servlets

3.1.5

io.netty

netty

3.9.9.Final

io.netty

netty-all

4.1.42.Final

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

2.14.6

joda-time

joda-time

2.9.3

junit

junit

4.12

log4j

apache-log4j-extras

1.2.17

log4j

log4j

1.2.17

net.hydromatic

eigenbase-properties

1.1.5

net.razorvine

pyrolite

4.13

net.sf.jpam

jpam

1.1

net.sf.opencsv

opencsv

2.3

net.sf.supercsv

super-csv

2.2.0

net.snowflake

snowflake-ingest-sdk

0.9.6

net.snowflake

snowflake-jdbc

3.12.0

net.snowflake

spark-snowflake_2.11

2.5.9-spark_2.4

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

4.7

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

0.10.0

org.apache.arrow

arrow-memory

0.10.0

org.apache.arrow

arrow-vector

0.10.0

org.apache.avro

avro

1.8.2

org.apache.avro

avro-ipc

1.8.2

org.apache.avro

avro-mapred-hadoop2

1.8.2

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

1.8.1

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

2.7.1

org.apache.curator

curator-framework

2.7.1

org.apache.curator

curator-recipes

2.7.1

org.apache.derby

derby

10.12.1.1

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

4.5.6

org.apache.httpcomponents

httpcore

4.4.10

org.apache.ivy

ivy

2.4.0

org.apache.orc

orc-core-nohive

1.5.5

org.apache.orc

orc-mapreduce-nohive

1.5.5

org.apache.orc

orc-shims

1.5.5

org.apache.parquet

parquet-column

1.10.1.2-databricks4

org.apache.parquet

parquet-common

1.10.1.2-databricks4

org.apache.parquet

parquet-encoding

1.10.1.2-databricks4

org.apache.parquet

parquet-format

2.4.0

org.apache.parquet

parquet-hadoop

1.10.1.2-databricks4

org.apache.parquet

parquet-jackson

1.10.1.2-databricks4

org.apache.thrift

libfb303

0.9.3

org.apache.thrift

libthrift

0.9.3

org.apache.xbean

xbean-asm6-shaded

4.8

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

3.0.10

org.codehaus.janino

janino

3.0.10

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

9.3.27.v20190418

org.eclipse.jetty

jetty-continuation

9.3.27.v20190418

org.eclipse.jetty

jetty-http

9.3.27.v20190418

org.eclipse.jetty

jetty-io

9.3.27.v20190418

org.eclipse.jetty

jetty-jndi

9.3.27.v20190418

org.eclipse.jetty

jetty-plus

9.3.27.v20190418

org.eclipse.jetty

jetty-proxy

9.3.27.v20190418

org.eclipse.jetty

jetty-security

9.3.27.v20190418

org.eclipse.jetty

jetty-server

9.3.27.v20190418

org.eclipse.jetty

jetty-servlet

9.3.27.v20190418

org.eclipse.jetty

jetty-servlets

9.3.27.v20190418

org.eclipse.jetty

jetty-util

9.3.27.v20190418

org.eclipse.jetty

jetty-webapp

9.3.27.v20190418

org.eclipse.jetty

jetty-xml

9.3.27.v20190418

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.hamcrest

hamcrest-core

1.3

org.hamcrest

hamcrest-library

1.3

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.json4s

json4s-ast_2.11

3.5.3

org.json4s

json4s-core_2.11

3.5.3

org.json4s

json4s-jackson_2.11

3.5.3

org.json4s

json4s-scalap_2.11

3.5.3

org.lz4

lz4-java

1.4.0

org.mariadb.jdbc

mariadb-java-client

2.1.2

org.mockito

mockito-core

1.10.19

org.objenesis

objenesis

2.5.1

org.postgresql

postgresql

42.1.4

org.roaringbitmap

RoaringBitmap

0.7.45

org.roaringbitmap

shims

0.7.45

org.rocksdb

rocksdbjni

6.2.2

org.rosuda.REngine

REngine

2.1.0

org.scala-lang

scala-compiler_2.11

2.11.12

org.scala-lang

scala-library_2.11

2.11.12

org.scala-lang

scala-reflect_2.11

2.11.12

org.scala-lang.modules

scala-parser-combinators_2.11

1.1.0

org.scala-lang.modules

scala-xml_2.11

1.0.5

org.scala-sbt

test-interface

1.0

org.scalacheck

scalacheck_2.11

1.12.5

org.scalactic

scalactic_2.11

3.0.3

org.scalanlp

breeze-macros_2.11

0.13.2

org.scalanlp

breeze_2.11

0.13.2

org.scalatest

scalatest_2.11

3.0.3

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-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

1.5

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

1.1.7.3

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