Databricks Runtime 5.0 (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 November 2018.

The following release notes provide information about Databricks Runtime 5.0, powered by Apache Spark.

New Features

  • Delta Lake

    • Subqueries are now supported in the WHERE clause for the support for DELETE and UPDATE commands.

    • New scalable implementation for MERGE commands.

  • Structured Streaming

    • Azure Blob storage file notification based streaming source. This can significantly reduce listing costs when running a Structured Streaming query on files in Azure Blob storage. Instead of using listing to find new files for processing, this streaming source can directly read file event notifications to find new files. See Azure Blob storage file source with Azure Queue Storage (legacy).

Improvements

  • Delta Lake

    • OPTIMIZE performance and stability.

      • The OPTIMIZE command commits batches as soon as possible, instead of at the end.

      • Reduced the default number of threads OPTIMIZE runs in parallel. This is a strict performance increase for large tables.

      • Sped up OPTIMIZE writes by avoiding an unnecessarily sorting data when writing to a partitioned table.

      • Sped up OPTIMIZE ZORDER BY by making it incremental. This means the command now avoids rewriting data files that were already Z-ordered by the same column(s). See Data skipping for Delta Lake.

    • Snapshot isolation when querying Delta tables. Any query with multiple references to a Delta table (for example, self-join) reads from the same table snapshot even if there are concurrent updates to the table.

    • Improved query latency when reading from small (< 2000 files) Delta tables by caching metadata on the driver.

  • Improved MLlib logistic regression performance.

  • Improved MLlib tree algorithm performance.

  • Upgraded several Java and Scala libraries. See Installed Java and Scala libraries (Scala 2.11 cluster version).

  • Upgraded some installed Python libraries:

    • pip: 10.0.1 to 18.0

    • setuptools: 39.2.0 to 40.4.1

    • tornado: 5.0.2 to 5.1.1

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

Bug Fixes

  • Delta Lake

    • Configurations set in SQL conf now correctly apply to Delta Lake operations that were first loaded in a different notebook.

    • Fixed a bug in DELETE command that would incorrectly delete the rows where the condition evaluates to null.

    • Streams that take more than two days to process the initial batch (that is, data that was in the table when the stream started) no longer fail with FileNotFoundException when attempting to recover from a checkpoint.

    • Avoids a race condition that lead to NoClassDefError when loading a new table.

    • Fix for VACUUM where the operation may fail with an AssertionError stating: “Shouldn’t have any absolute paths for deletion here.”

    • Fixed SHOW CREATE TABLE command to not include Hive-generated storage properties.

  • Executors that throw many NoClassDefFoundError errors for internal Spark classes are now automatically restarted to fix the issue.

Known Issues

  • Column names specified in the replaceWhere option for overwrite mode in Delta Lake are case sensitive even if case insensitivity is enabled (which is the default).

  • The Snowflake connector for Databricks Runtime 5.0 is in Preview.

  • If you cancel a running streaming cell in a notebook attached to a Databricks Runtime 5.0 cluster, you cannot run any subsequent commands in the notebook unless you clear notebook state or restart the cluster. For a workaround, see the Knowledge Base.

Apache Spark

Databricks Runtime 5.0 includes Apache Spark 2.4.0.

Core and Spark SQL

Note

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

Major features

  • Barrier Execution Mode: [SPARK-24374] Support Barrier Execution Mode in the scheduler, to better integrate with deep learning frameworks.

  • Scala 2.12 Support: [SPARK-14220] Add experimental Scala 2.12 support. Now you can build Spark with Scala 2.12 and write Spark applications in Scala 2.12.

  • Higher-order functions: [SPARK-23899] Add many new built-in functions, including high-order functions, to make working with complex data types easier. See Apache Spark built-in functions.

  • Built-in Avro data source: [SPARK-24768] Inline Spark-Avro package with logical type support, better performance and usability.

API

Performance and stability

  • [SPARK-16406] Reference resolution for large number of columns should be faster

  • [SPARK-23486] Cache the function name from the external catalog for lookupFunctions

  • [SPARK-23803] Support Bucket Pruning

  • [SPARK-24802] Optimization Rule Exclusion

  • [SPARK-4502] Nested schema pruning for Parquet tables

  • [SPARK-24296] Support replicating blocks larger than 2 GB

  • [SPARK-24307] Support sending messages over 2GB from memory

  • [SPARK-23243] Shuffle+Repartition on an RDD could lead to incorrect answers

  • [SPARK-25181] Limited the size of BlockManager master and slave thread pools, lowering memory overhead when networking is slow

Connectors

PySpark

Other notable changes

Structured Streaming

Major features

  • [SPARK-24565] Exposed the output rows of each microbatch as a DataFrame using foreachBatch (Python, Scala, and Java)

  • [SPARK-24396] Added Python API for foreach and ForeachWriter

  • [SPARK-25005] Support “kafka.isolation.level” to read only committed records from Kafka topics that are written using a transactional producer.

Other notable changes

  • [SPARK-24662] Support the LIMIT operator for streams in Append or Complete mode

  • [SPARK-24763] Remove redundant key data from value in streaming aggregation

  • [SPARK-24156] Faster generation of output results and/or state cleanup with stateful operations (mapGroupsWithState, stream-stream join, streaming aggregation, streaming dropDuplicates) when there is no data in the input stream.

  • [SPARK-24730] Support for choosing either the min or max watermark when there are multiple input streams in a query

  • [SPARK-25399] Fixed a bug where reusing execution threads from continuous processing for microbatch streaming can result in a correctness issue

  • [SPARK-18057] Upgraded Kafka client version from 0.10.0.1 to 2.0.0

MLlib

Major features

Other notable changes

SparkR

GraphX

  • [SPARK-25268] run Parallel Personalized PageRank throws serialization Exception

Deprecations

Changes of behavior

  • [SPARK-23549] Cast to timestamp when comparing timestamp with date

  • [SPARK-24324] pandas Grouped Map UDF should assign result columns by name

  • [SPARK-25088] Rest Server default & doc updates

  • [SPARK-23425] load data for hdfs file path with wildcard usage is not working properly

  • [SPARK-23173] from_json can produce nulls for fields which are marked as non-nullable

  • [SPARK-24966] Implement precedence rules for set operations

  • [SPARK-25708] HAVING without GROUP BY should be global aggregate

  • [SPARK-24341] Correctly handle multi-value IN subquery

  • [SPARK-19724] Create a managed table with an existed default location should throw an exception

Known Issues

  • [SPARK-25793] Loading model bug in BisectingKMeans

  • [SPARK-25271] CTAS with Hive parquet tables should leverage native parquet source

  • [SPARK-24935] Problem with Executing Hive UDAF’s from Spark 2.2 Onwards

System Environment

  • Operating System: Ubuntu 16.04.5 LTS

  • Java: 1.8.0_162

  • Scala: 2.11.8

  • Python: 2.7.12 for Python 2 clusters and 3.5.2 for Python 3 clusters.

  • R: R version 3.4.4 (2018-03-15)

  • GPU clusters: The following NVIDIA GPU libraries are installed:

    • Tesla driver 375.66

    • CUDA 9.0

    • cuDNN 7.0

Note

Although Scala 2.12 is supported in Apache Spark 2.4, it is not supported in Databricks Runtime 5.0.

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

3.2.0

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

0.19.2

pathlib2

2.1.0

patsy

0.4.1

pexpect

4.0.1

pickleshare

0.7.4

Pillow

3.3.1

pip

18.0

ply

3.9

prompt-toolkit

1.0.7

psycopg2

2.6.2

ptyprocess

0.5.1

py4j

0.10.3

pyarrow

0.8.0

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

40.4.1

simplejson

3.8.2

simples3

1.0

singledispatch

3.4.0.3

six

1.10.0

statsmodels

0.6.1

tornado

5.1.1

traitlets

4.3.0

urllib3

1.19.1

virtualenv

15.0.1

wcwidth

0.1.7

wheel

0.31.1

wsgiref

0.1.2

Installed R Libraries

Library

Version

Library

Version

Library

Version

abind

1.4-5

assertthat

0.2.0

backports

1.1.2

base

3.4.4

base64enc

0.1-3

BH

1.66.0-1

bindr

0.1.1

bindrcpp

0.2.2

bit

1.1-14

bit64

0.9-7

bitops

1.0-6

blob

1.1.1

boot

1.3-20

brew

1.0-6

broom

0.5.0

callr

3.0.0

car

3.0-2

carData

3.0-1

caret

6.0-80

cellranger

1.1.0

chron

2.3-52

class

7.3-14

cli

1.0.0

cluster

2.0.7-1

codetools

0.2-15

colorspace

1.3-2

commonmark

1.5

compiler

3.4.4

crayon

1.3.4

curl

3.2

CVST

0.2-2

data.table

1.11.4

datasets

3.4.4

DBI

1.0.0

ddalpha

1.3.4

DEoptimR

1.0-8

desc

1.2.0

devtools

1.13.6

digest

0.6.16

dimRed

0.1.0

doMC

1.3.5

dplyr

0.7.6

DRR

0.0.3

fansi

0.3.0

forcats

0.3.0

foreach

1.4.4

foreign

0.8-70

gbm

2.1.3

geometry

0.3-6

ggplot2

3.0.0

git2r

0.23.0

glmnet

2.0-16

glue

1.3.0

gower

0.1.2

graphics

3.4.4

grDevices

3.4.4

grid

3.4.4

gsubfn

0.7

gtable

0.2.0

h2o

3.20.0.2

haven

1.1.2

hms

0.4.2

httr

1.3.1

hwriter

1.3.2

hwriterPlus

1.0-3

ipred

0.9-7

iterators

1.0.10

jsonlite

1.5

kernlab

0.9-27

KernSmooth

2.23-15

labeling

0.3

lattice

0.20-35

lava

1.6.3

lazyeval

0.2.1

littler

0.3.4

lme4

1.1-18-1

lubridate

1.7.4

magic

1.5-8

magrittr

1.5

mapproj

1.2.6

maps

3.3.0

maptools

0.9-3

MASS

7.3-50

Matrix

1.2-14

MatrixModels

0.4-1

memoise

1.1.0

methods

3.4.4

mgcv

1.8-24

mime

0.5

minqa

1.2.4

ModelMetrics

1.2.0

munsell

0.5.0

mvtnorm

1.0-8

nlme

3.1-137

nloptr

1.0.4

nnet

7.3-12

numDeriv

2016.8-1

openssl

1.0.2

openxlsx

4.1.0

parallel

3.4.4

pbkrtest

0.4-7

pillar

1.3.0

pkgbuild

1.0.0

pkgconfig

2.0.2

pkgKitten

0.1.4

pkgload

1.0.0

plogr

0.2.0

pls

2.7-0

plyr

1.8.4

praise

1.0.0

prettyunits

1.0.2

pROC

1.12.1

processx

3.2.0

prodlim

2018.04.18

proto

1.0.0

ps

1.1.0

purrr

0.2.5

quantreg

5.36

R.methodsS3

1.7.1

R.oo

1.22.0

R.utils

2.7.0

R6

2.2.2

randomForest

4.6-14

RColorBrewer

1.1-2

Rcpp

0.12.18

RcppEigen

0.3.3.4.0

RcppRoll

0.3.0

RCurl

1.95-4.11

readr

1.1.1

readxl

1.1.0

recipes

0.1.3

rematch

1.0.1

reshape2

1.4.3

rio

0.5.10

rlang

0.2.2

robustbase

0.93-2

RODBC

1.3-15

roxygen2

6.1.0

rpart

4.1-13

rprojroot

1.3-2

Rserve

1.7-3

RSQLite

2.1.1

rstudioapi

0.7

scales

1.0.0

sfsmisc

1.1-2

sp

1.3-1

SparkR

2.4.0

SparseM

1.77

spatial

7.3-11

splines

3.4.4

sqldf

0.4-11

SQUAREM

2017.10-1

statmod

1.4.30

stats

3.4.4

stats4

3.4.4

stringi

1.2.4

stringr

1.3.1

survival

2.42-6

tcltk

3.4.4

TeachingDemos

2.10

testthat

2.0.0

tibble

1.4.2

tidyr

0.8.1

tidyselect

0.2.4

timeDate

3043.102

tools

3.4.4

utf8

1.1.4

utils

3.4.4

viridisLite

0.3.0

whisker

0.3-2

withr

2.1.2

xml2

1.2.0

zip

1.0.0

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

1.11.313

com.amazonaws

aws-java-sdk-cloudformation

1.11.313

com.amazonaws

aws-java-sdk-cloudfront

1.11.313

com.amazonaws

aws-java-sdk-cloudhsm

1.11.313

com.amazonaws

aws-java-sdk-cloudsearch

1.11.313

com.amazonaws

aws-java-sdk-cloudtrail

1.11.313

com.amazonaws

aws-java-sdk-cloudwatch

1.11.313

com.amazonaws

aws-java-sdk-cloudwatchmetrics

1.11.313

com.amazonaws

aws-java-sdk-codedeploy

1.11.313

com.amazonaws

aws-java-sdk-cognitoidentity

1.11.313

com.amazonaws

aws-java-sdk-cognitosync

1.11.313

com.amazonaws

aws-java-sdk-config

1.11.313

com.amazonaws

aws-java-sdk-core

1.11.313

com.amazonaws

aws-java-sdk-datapipeline

1.11.313

com.amazonaws

aws-java-sdk-directconnect

1.11.313

com.amazonaws

aws-java-sdk-directory

1.11.313

com.amazonaws

aws-java-sdk-dynamodb

1.11.313

com.amazonaws

aws-java-sdk-ec2

1.11.313

com.amazonaws

aws-java-sdk-ecs

1.11.313

com.amazonaws

aws-java-sdk-efs

1.11.313

com.amazonaws

aws-java-sdk-elasticache

1.11.313

com.amazonaws

aws-java-sdk-elasticbeanstalk

1.11.313

com.amazonaws

aws-java-sdk-elasticloadbalancing

1.11.313

com.amazonaws

aws-java-sdk-elastictranscoder

1.11.313

com.amazonaws

aws-java-sdk-emr

1.11.313

com.amazonaws

aws-java-sdk-glacier

1.11.313

com.amazonaws

aws-java-sdk-iam

1.11.313

com.amazonaws

aws-java-sdk-importexport

1.11.313

com.amazonaws

aws-java-sdk-kinesis

1.11.313

com.amazonaws

aws-java-sdk-kms

1.11.313

com.amazonaws

aws-java-sdk-lambda

1.11.313

com.amazonaws

aws-java-sdk-logs

1.11.313

com.amazonaws

aws-java-sdk-machinelearning

1.11.313

com.amazonaws

aws-java-sdk-opsworks

1.11.313

com.amazonaws

aws-java-sdk-rds

1.11.313

com.amazonaws

aws-java-sdk-redshift

1.11.313

com.amazonaws

aws-java-sdk-route53

1.11.313

com.amazonaws

aws-java-sdk-s3

1.11.313

com.amazonaws

aws-java-sdk-ses

1.11.313

com.amazonaws

aws-java-sdk-simpledb

1.11.313

com.amazonaws

aws-java-sdk-simpleworkflow

1.11.313

com.amazonaws

aws-java-sdk-sns

1.11.313

com.amazonaws

aws-java-sdk-sqs

1.11.313

com.amazonaws

aws-java-sdk-ssm

1.11.313

com.amazonaws

aws-java-sdk-storagegateway

1.11.313

com.amazonaws

aws-java-sdk-sts

1.11.313

com.amazonaws

aws-java-sdk-support

1.11.313

com.amazonaws

aws-java-sdk-swf-libraries

1.11.22

com.amazonaws

aws-java-sdk-workspaces

1.11.313

com.amazonaws

jmespath-java

1.11.313

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-db7-spark2.4

com.databricks

dbml-local_2.11-tests

0.5.0-db7-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.mchange

c3p0

0.9.5.1

com.mchange

mchange-commons-java

0.2.10

com.microsoft.azure

azure-data-lake-store-sdk

2.2.8

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

1.7.0

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

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

4.1.17.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

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-jdbc

3.6.3

net.snowflake

spark-snowflake_2.11

2.4.1

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

4.5.4

org.apache.httpcomponents

httpcore

4.4.8

org.apache.ivy

ivy

2.4.0

org.apache.orc

orc-core-nohive

1.5.2

org.apache.orc

orc-mapreduce-nohive

1.5.2

org.apache.orc

orc-shims

1.5.2

org.apache.parquet

parquet-column

1.10.1-databricks2

org.apache.parquet

parquet-common

1.10.1-databricks2

org.apache.parquet

parquet-encoding

1.10.1-databricks2

org.apache.parquet

parquet-format

2.4.0

org.apache.parquet

parquet-hadoop

1.10.1-databricks2

org.apache.parquet

parquet-jackson

1.10.1-databricks2

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

3.0.9

org.codehaus.janino

janino

3.0.9

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

9.3.20.v20170531

org.eclipse.jetty

jetty-continuation

9.3.20.v20170531

org.eclipse.jetty

jetty-http

9.3.20.v20170531

org.eclipse.jetty

jetty-io

9.3.20.v20170531

org.eclipse.jetty

jetty-jndi

9.3.20.v20170531

org.eclipse.jetty

jetty-plus

9.3.20.v20170531

org.eclipse.jetty

jetty-proxy

9.3.20.v20170531

org.eclipse.jetty

jetty-security

9.3.20.v20170531

org.eclipse.jetty

jetty-server

9.3.20.v20170531

org.eclipse.jetty

jetty-servlet

9.3.20.v20170531

org.eclipse.jetty

jetty-servlets

9.3.20.v20170531

org.eclipse.jetty

jetty-util

9.3.20.v20170531

org.eclipse.jetty

jetty-webapp

9.3.20.v20170531

org.eclipse.jetty

jetty-xml

9.3.20.v20170531

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.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-all

1.9.5

org.objenesis

objenesis

2.5.1

org.postgresql

postgresql

42.1.4

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.modules

scala-parser-combinators_2.11

1.0.2

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-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

1.5

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

1.1.7.1

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