Databricks Runtime 5.3 (Unsupported)

Databricks released this image in April 2019.

The following release notes provide information about Databricks Runtime 5.3, powered by Apache Spark.

New Features

Databricks Delta

Time travel GA

Delta time travel has graduated to general availability. It adds the ability to query a snapshot of a table using a timestamp string or a version, using SQL syntax as well as DataFrameReader options for timestamp expressions.

SELECT count(*) FROM events TIMESTAMP AS OF timestamp_expression
SELECT count(*) FROM events VERSION AS OF version

Time travel has many use cases, including:

  • Re-creating analyses, reports, or outputs (for example, the output of a machine learning model), which is useful for debugging or auditing, especially in regulated industries.

  • Writing complex temporal queries.

  • Fixing mistakes in your data.

  • Providing snapshot isolation for a set of queries for fast changing tables.

Delta time travel

See Query an older snapshot of a table (time travel), Select, and Merge Into (Delta Lake on Databricks).

MySQL table replication to Delta Public Preview

Stream data from a MySQL table directly into Delta for downstream consumption in Spark analytics or data science workflows. Leveraging the same strategy that MySQL uses for replication to other instances, the binlog is used to identify updates that are then processed and streamed to Databricks as follows:

  • Reads change events from the database log.

  • Streams the events to Databricks.

  • Writes in the same order to a Delta table.

  • Maintains state in case of disconnects from the source.

Private preview features

This release contains the following private preview features for Delta Lake:

  • Added an experimental command that allows Presto and Athena to directly query Delta tables.

  • Auto Optimize optimizes the file layout during individual writes to a Delta table and prevents small files from accumulating in your Delta tables to maintain lightning-speed query performance. In addition, writes and upserts into partitioned Delta tables may enjoy large speedups thanks to an adaptive shuffle introduced into writes.

If you want to participate in either preview, contact your Databricks account representative.

Improvements

  • Notebook-scoped libraries:

    • Support for Extras in dbutils.library.installPyPI.

    • Support for notebook-scoped library installation for libraries in the Azure file system, including wasbs, adls, and abfss.

    • Improved error messages for notebook-scoped libraries on unsupported targets. For example: “Library utilities are not available on Databricks Runtime for Machine Learning.”

  • Databricks Advisor has additional hints to improve the performance of queries:

    • When there are many small files per partition -> Convert table to Delta and run OPTIMIZE.

    • When there is a highly selective filter -> Convert to Delta and use ZORDER BY.

    • When metadata fetches from Hive become a bottleneck -> Convert your table to Delta.

  • S3 Requester Pays: Added support for reading from Requester Pays buckets on S3.

  • Upgraded Ubuntu from 16.04.5 LTS to 16.04.6 LTS.

  • Upgraded Scala 2.11 from 2.11.8 to 2.11.12.

  • Upgraded some installed Python libraries:

    • pip: 18.1 to 19.0.3.

    • setuptools: 40.6.3 to 40.8.0

    • wheel: 0.32.3 to 0.33.1

  • Upgraded R from 3.4.4 to 3.5.2.

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

Deprecation

  • Apache Kafka 0.8 connector for Structured Streaming is no longer supported. It is included in Databricks Runtime 5.3 but will be removed from a future Databricks Runtime release.

  • Databricks ML Model Export is deprecated and will be removed in Databricks Runtime 6.0. Use MLeap for importing and exporting models instead.

  • Removed spark.databricks.pyspark.enableExecutorFsPerms as a configuration option.

Bug fixes

  • Fixed cluster-wide Python Egg library installation for clusters enabled for table ACLs.

  • Improved Python command cancellation by fixing the situation in which cancellation is called before the command is executed.

  • Fixed a bug in table ACLs: now when you list objects in a database or catalog, you see only the objects that you have permission to see.

Apache Spark

Databricks Runtime 5.3 includes Apache Spark 2.4.0. This release includes all Spark fixes and improvements included in Databricks Runtime 5.2 (Unsupported), as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-27134][SQL] array_distinct function does not work correctly with columns containing array of array

  • [SPARK-24669][SQL] Invalidate tables in case of DROP DATABASE CASCADE

  • [SPARK-26572][SQL] fix aggregate codegen result evaluation

  • [SPARK-27046][DSTREAMS] Remove SPARK-19185 related references from documentation

  • [SPARK-26449][PYTHON] Add transform method to DataFrame API

  • [SPARK-26740][SQL] Read timestamp/date column stats written by Spark 3.0

  • [SPARK-26909][SQL] use unsafeRow.hashCode() as hash value in HashAggregate

  • [SPARK-26990][SQL] FileIndex: use user specified field names if possible

  • [SPARK-26851][SQL] Fix double-checked locking in CachedRDDBuilder

  • [SPARK-26864][SQL] Query may return incorrect result when Python UDF is used as a left-semi join condition

  • [SPARK-26887][SQL][PYTHON] Create datetime.date directly instead of creating datetime64 as intermediate data.

  • [SPARK-26859][SQL] Fix field writer index bug in non-vectorized ORC deserializer

  • [SPARK-26864][SQL] Query may return incorrect result when Python UDF is used as a join condition and the udf uses attributes from both legs of left semi join

  • [SPARK-24360][SPARK-26091][BACKPORT][SQL] Support Hive 3.1 metastore

  • [SPARK-26873][SQL] Use a consistent timestamp to build Hadoop Job IDs.

  • [SPARK-26734][STREAMING] Fix StackOverflowError with large block queue

  • [SPARK-26758][CORE] Idle Executors are not getting killed after spark.dynamiAllocation.executorIdleTimeout value

  • [SPARK-26751][SQL] Fix memory leak when statement run in background and throw exception which is not HiveSQLException

  • [SPARK-26806][SS] EventTimeStats.merge should handle zeros correctly

  • [SPARK-26745][SPARK-24959][SQL] Revert count optimization in JSON datasource by

  • [SPARK-26757][GRAPHX] Return 0 for count on empty Edge/Vertex RDDs

  • [SPARK-26726] Synchronize the amount of memory used by the broadcast variable to the UI display

  • [SPARK-26718][SS] Fixed integer overflow in SS kafka rateLimit calculation

  • [SPARK-26708][SQL] Incorrect result caused by inconsistency between a SQL cache’s cached RDD and its physical plan

  • [SPARK-26735][SQL] Verify plan integrity for special expressions

  • [SPARK-26619][SQL] Prune the unused serializers from SerializeFromObject

  • [SPARK-26379][SS] Use dummy TimeZoneId to avoid UnresolvedException in CurrentBatchTimestamp

  • [SPARK-26495][SQL] Simplify the SelectedField extractor

  • [SPARK-26379][SS] Fix issue on adding current_timestamp/current_date to streaming query

  • [SPARK-26709][SQL] OptimizeMetadataOnlyQuery does not handle empty records correctly

  • [SPARK-26680][SQL] Eagerly create inputVars while conditions are appropriate

  • [SPARK-26682][SQL] Use taskAttemptID instead of attemptNumber for Hadoop.

  • [SPARK-26706][SQL] Fix illegalNumericPrecedence for ByteType

  • [SPARK-26228][MLLIB] OOM issue encountered when computing Gramian matrix

  • [SPARK-26665][CORE] Fix a bug that BlockTransferService.fetchBlockSync may hang forever

  • [SPARK-26549][PYSPARK] Fix for python worker reuse take no effect for parallelize lazy iterable range

  • [SPARK-26351][MLLIB] Update doc and minor correction in the mllib evaluation metrics

  • [SPARK-26450]Avoid rebuilding map of schema for every column in a projection

  • [SPARK-26638][PYSPARK][ML] Pyspark vector classes always return error for unary negation

  • [SPARK-26633][REPL] Add ExecutorClassLoader.getResourceAsStream

  • [SPARK-26629][SS] Fixed error with multiple file stream in a query + restart on a batch that has no data for one file stream

  • [SPARK-25992][PYTHON] Document SparkContext cannot be shared for multiprocessing

  • [SPARK-26615][CORE] Fixing transport server/client resource leaks in the core unittests

  • [SPARK-26350][SS] Allow to override group id of the Kafka consumer

  • [SPARK-26538][SQL] Set default precision and scale for elements of postgres numeric array

  • [SPARK-26586][SS] Fix race condition that causes streams to run with unexpected confs

  • [SPARK-26551][SQL] Fix schema pruning error when selecting one complex field and having is not null predicate on another one

  • [SPARK-26576][SQL] Broadcast hint not applied to partitioned table

  • [SPARK-26571][SQL] Update Hive Serde mapping with canonical name of Parquet and Orc FileFormat

  • [SPARK-26267][SS] Retry when detecting incorrect offsets from Kafka (2.4)

  • [SPARK-26559][ML][PYSPARK] ML image can’t work with numpy versions prior to 1.9

  • [SPARK-26078][SQL] Dedup self-join attributes on IN subqueries

System environment

  • Operating System: Ubuntu 16.04.6 LTS

  • Java: 1.8.0_191

  • Scala: 2.11.12

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

  • R: R version 3.5.2 (2018-12-20)

  • 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 5.3.

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

19.0.3

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

40.8.0

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

16.1.0

wcwidth

0.1.7

wheel

0.33.1

wsgiref

0.1.2

Installed R libraries

Library

Version

Library

Version

Library

Version

abind

1.4-5

askpass

1.1

assertthat

0.2.0

backports

1.1.3

base

3.5.2

base64enc

0.1-3

BH

1.69.0-1

bit

1.1-14

bit64

0.9-7

bitops

1.0-6

blob

1.1.1

boot

1.3-20

brew

1.0-6

callr

3.1.1

car

3.0-2

carData

3.0-2

caret

6.0-81

cellranger

1.1.0

chron

2.3-53

class

7.3-15

cli

1.0.1

clipr

0.5.0

clisymbols

1.2.0

cluster

2.0.7-1

codetools

0.2-16

colorspace

1.4-0

commonmark

1.7

compiler

3.5.2

config

0.3

crayon

1.3.4

curl

3.3

data.table

1.12.0

datasets

3.5.2

DBI

1.0.0

dbplyr

1.3.0

desc

1.2.0

devtools

2.0.1

digest

0.6.18

doMC

1.3.5

dplyr

0.8.0.1

ellipsis

0.1.0

fansi

0.4.0

forcats

0.4.0

foreach

1.4.4

foreign

0.8-71

forge

0.2.0

fs

1.2.6

gbm

2.1.5

generics

0.0.2

ggplot2

3.1.0

gh

1.0.1

git2r

0.24.0

glmnet

2.0-16

glue

1.3.0

gower

0.1.2

graphics

3.5.2

grDevices

3.5.2

grid

3.5.2

gridExtra

2.3

gsubfn

0.7

gtable

0.2.0

h2o

3.22.1.1

haven

2.1.0

hms

0.4.2

htmltools

0.3.6

htmlwidgets

1.3

httr

1.4.0

hwriter

1.3.2

hwriterPlus

1.0-3

ini

0.3.1

ipred

0.9-8

iterators

1.0.10

jsonlite

1.6

KernSmooth

2.23-15

labeling

0.3

lattice

0.20-38

lava

1.6.5

lazyeval

0.2.1

littler

0.3.6

lme4

1.1-20

lubridate

1.7.4

magrittr

1.5

mapproj

1.2.6

maps

3.3.0

maptools

0.9-5

MASS

7.3-51.1

Matrix

1.2-15

MatrixModels

0.4-1

memoise

1.1.0

methods

3.5.2

mgcv

1.8-27

mime

0.6

minqa

1.2.4

ModelMetrics

1.2.2

munsell

0.5.0

mvtnorm

1.0-9

nlme

3.1-137

nloptr

1.2.1

nnet

7.3-12

numDeriv

2016.8-1

openssl

1.2.2

openxlsx

4.1.0

parallel

3.5.2

pbkrtest

0.4-7

pillar

1.3.1

pkgbuild

1.0.2

pkgconfig

2.0.2

pkgKitten

0.1.4

pkgload

1.0.2

plogr

0.2.0

plyr

1.8.4

praise

1.0.0

prettyunits

1.0.2

pROC

1.13.0

processx

3.2.1

prodlim

2018.04.18

progress

1.2.0

proto

1.0.0

ps

1.3.0

purrr

0.3.0

quantreg

5.38

R.methodsS3

1.7.1

R.oo

1.22.0

R.utils

2.8.0

r2d3

0.2.3

R6

2.4.0

randomForest

4.6-14

rappdirs

0.3.1

rcmdcheck

1.3.2

RColorBrewer

1.1-2

Rcpp

1.0.0

RcppEigen

0.3.3.5.0

RcppRoll

0.3.0

RCurl

1.95-4.11

readr

1.3.1

readxl

1.3.0

recipes

0.1.4

rematch

1.0.1

remotes

2.0.2

reshape2

1.4.3

rio

0.5.16

rlang

0.3.1

RODBC

1.3-15

roxygen2

6.1.1

rpart

4.1-13

rprojroot

1.3-2

Rserve

1.8-6

RSQLite

2.1.1

rstudioapi

0.9.0

scales

1.0.0

sessioninfo

1.1.1

sp

1.3-1

sparklyr

1.0.0

SparkR

2.4.2

SparseM

1.77

spatial

7.3-11

splines

3.5.2

sqldf

0.4-11

SQUAREM

2017.10-1

statmod

1.4.30

stats

3.5.2

stats4

3.5.2

stringi

1.3.1

stringr

1.4.0

survival

2.43-3

sys

3.0

tcltk

3.5.2

TeachingDemos

2.10

testthat

2.0.1

tibble

2.0.1

tidyr

0.8.3

tidyselect

0.2.5

timeDate

3043.102

tools

3.5.2

usethis

1.4.0

utf8

1.1.4

utils

3.5.2

viridisLite

0.3.0

whisker

0.3-2

withr

2.1.2

xml2

1.2.0

xopen

1.0.0

yaml

2.2.0

zip

2.0.0

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-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

5.2.0

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

1.7.0

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

2.14.6

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-ingest-sdk

0.9.5

net.snowflake

snowflake-jdbc

3.6.15

net.snowflake

spark-snowflake_2.11

2.4.10-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

4.5.4

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

1.10.1.1-databricks3

org.apache.parquet

parquet-common

1.10.1.1-databricks3

org.apache.parquet

parquet-encoding

1.10.1.1-databricks3

org.apache.parquet

parquet-format

2.4.0

org.apache.parquet

parquet-hadoop

1.10.1.1-databricks3

org.apache.parquet

parquet-jackson

1.10.1.1-databricks3

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

9.3.20.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

2.11.12

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-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