Databricks Runtime 8.2 (Unsupported)

Databricks released this image in April 2021.

The following release notes provide information about Databricks Runtime 8.2, powered by Apache Spark 3.1.1.

New features and improvements

New Auto Loader options enable easier schema evolution

Auto Loader no longer requires you to specify a schema input to get started when ingesting JSON data. In addition, Auto Loader can detect the introduction of new columns to your data and restart, so that you never lose data again. Auto Loader will also “rescue” data that was unexpected (for example, of differing data types) in a JSON blob column, that you can choose to access later by using the semi-structured data access APIs. See Configure schema inference and evolution in Auto Loader.

View VACUUM metrics (Public Preview)

VACUUM commits to the Delta transaction log now contain information about files removed and directories vacuumed. See Audit information and Operation metrics keys.

Easily understand how much Delta Lake data was cloned or recovered

The Delta Lake CLONE and RESTORE commands now return metrics when they complete, so you can easily understand how much data was cloned or recovered as a result of these operations. See Clone metrics and Table access control.

Tune the size of files in Delta tables to suit the needs of your workloads

You can now set a table property to instruct Delta Lake to select file sizes suitable for tables with frequent MERGE operations (for example, upserting of change data into tables). The runtime can also detect when tables are MERGE intensive and autotunes file sizes. For more fine-grained tuning, you can set your target size as a property, and all data layout optimization operations (for example, Optimize, Optimized Writes, and Auto Compaction) will make a best-effort attempt to generate files of that size. See Tune file size.

Incrementally ingest updates and deletions in Delta tables using a change data feed (Public Preview)

The change data feed of a Delta table represents the row-level changes between different versions of the table. When enabled, the runtime records additional information regarding row-level changes for every write operation on the table. You can query these changes through SQL and DataFrame and DataStream readers. The feed enables:

  • Efficient downstream consumption of merge, updates, and deletes. Getting rows that were updated, inserted, or deleted greatly improves the performance of the downstream job consuming the output of the merge as entire files need not be processed and deduplicated now.

  • Maintaining sync between replicas of two different tables representing the same data. It is a common practice to maintain two versions of the same table one narrow table as the source of truth and a wider table with additional data. Changes can be efficiently applied from the narrow table to the wider table.

For details, see Use Delta Lake change data feed on Databricks.

Extract data from JSON strings using SQL operators (GA)

The SQL operators—:: and :— that allow you to easily extract data from JSON strings is now generally available. See Query semi-structured data in Databricks.

Library upgrades

  • Upgraded Python library:

    • koalas upgraded from 1.6.0 to 1.7.0.

  • Upgraded Java library:

    • univocity-parsers from 2.9.0 to 2.9.1.

Apache Spark

Databricks Runtime 8.2 includes Apache Spark 3.1.1. This release includes all Spark fixes and improvements included in Databricks Runtime 8.1 (Unsupported), as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-34614] [SQL] ANSI mode: Casting String to Boolean should throw exception on parse error

  • [SPARK-33794] [SQL] NextDay expression throw runtime IllegalArgumentException when receiving invalid input under ANSI mode

  • [SPARK-34833] [SQL] Handle outer references in all the places

  • [SPARK-34742] [SQL] ANSI mode: Abs throws exception if input is out of range

  • [SPARK-34833] [SQL] Apply right-padding correctly for correlated subqueries

  • [SPARK-34719] [SQL] Correctly resolve the view query with duplicated column names

  • [SPARK-34392] [SQL] Support ZoneOffset +h:mm in DateTimeUtils. getZoneId

  • [SPARK-34436] [SQL] DPP support LIKE ANY/ALL expression

  • [SPARK-34497] [SQL] Fix built-in JDBC connection providers to restore JVM security context changes

  • [SPARK-34543] [SQL] Respect the spark.sql.caseSensitive config while resolving partition spec in v1 SET LOCATION

  • [SPARK-34550] [SQL] Skip InSet null value during push filter to Hive metastore

  • [SPARK-34531] [CORE] Remove Experimental API tag in PrometheusServlet

  • [SPARK-34515] [SQL] Fix NPE if InSet contains null value during getPartitionsByFilter

  • [SPARK-34490] table maybe resolved as a view if the table is dropped

  • [SPARK-34613] Fix view does not capture disable hint config

  • [SPARK-34504] Avoid unnecessary view resolving and remove the performCheck flag

  • [SPARK-34373] [SQL] HiveThriftServer2 startWithContext may hang with a race issue

  • [SPARK-34421] [SQL] Resolve temporary functions and views in views with CTEs

  • [SPARK-34713] [SQL] Fix group by CreateStruct with ExtractValue

  • [SPARK-34770] [SQL] InMemoryCatalog.tableExists should not fail if database doesn’t exist

  • [SPARK-34681] [SQL] Fix bug for full outer shuffled hash join when building left side with non-equal condition

System environment

  • Operating System: Ubuntu 18.04.5 LTS

  • Java: Zulu 8.52.0.23-CA-linux64 (build 1.8.0_282-b08)

  • Scala: 2.12.10

  • Python: 3.8.8 (updated from 3.8.6 in May 26, 2021 maintenance update)

  • R: R version 4.0.4 (2021-02-15)

  • Delta Lake 0.8.0

Installed Python libraries

Library

Version

Library

Version

Library

Version

appdirs

1.4.4

asn1crypto

1.4.0

backcall

0.2.0

boto3

1.16.7

botocore

1.19.7

brotlipy

0.7.0

certifi

2020.12.5

cffi

1.14.3

chardet

3.0.4

cryptography

3.1.1

cycler

0.10.0

Cython

0.29.21

decorator

4.4.2

distlib

0.3.1

docutils

0.15.2

entrypoints

0.3

filelock

3.0.12

idna

2.10

ipykernel

5.3.4

ipython

7.19.0

ipython-genutils

0.2.0

jedi

0.17.2

jmespath

0.10.0

joblib

0.17.0

jupyter-client

6.1.7

jupyter-core

4.6.3

kiwisolver

1.3.0

koalas

1.7.0

matplotlib

3.2.2

numpy

1.19.2

pandas

1.1.3

parso

0.7.0

patsy

0.5.1

pexpect

4.8.0

pickleshare

0.7.5

pip

20.2.4

plotly

4.14.3

prompt-toolkit

3.0.8

psycopg2

2.8.5

ptyprocess

0.6.0

pyarrow

1.0.1

pycparser

2.20

Pygments

2.7.2

pyOpenSSL

19.1.0

pyparsing

2.4.7

PySocks

1.7.1

python-dateutil

2.8.1

pytz

2020.5

pyzmq

19.0.2

requests

2.24.0

retrying

1.3.3

s3transfer

0.3.4

scikit-learn

0.23.2

scipy

1.5.2

seaborn

0.10.0

setuptools

50.3.1

six

1.15.0

statsmodels

0.12.0

threadpoolctl

2.1.0

tornado

6.0.4

traitlets

5.0.5

urllib3

1.25.11

virtualenv

20.2.1

wcwidth

0.2.5

wheel

0.35.1

Installed R libraries

R libraries are installed from the Microsoft CRAN snapshot on 2020-11-02.

Library

Version

Library

Version

Library

Version

askpass

1.1

assertthat

0.2.1

backports

1.2.1

base

4.0.4

base64enc

0.1-3

BH

1.72.0-3

bit

4.0.4

bit64

4.0.5

blob

1.2.1

boot

1.3-27

brew

1.0-6

brio

1.1.0

broom

0.7.2

callr

3.5.1

caret

6.0-86

cellranger

1.1.0

chron

2.3-56

class

7.3-18

cli

2.2.0

clipr

0.7.1

cluster

2.1.1

codetools

0.2-18

colorspace

2.0-0

commonmark

1.7

compiler

4.0.4

config

0.3

covr

3.5.1

cpp11

0.2.4

crayon

1.3.4

credentials

1.3.0

crosstalk

1.1.0.1

curl

4.3

data.table

1.13.4

datasets

4.0.4

DBI

1.1.0

dbplyr

2.0.0

desc

1.2.0

devtools

2.3.2

diffobj

0.3.2

digest

0.6.27

dplyr

1.0.2

DT

0.16

ellipsis

0.3.1

evaluate

0.14

fansi

0.4.1

farver

2.0.3

fastmap

1.0.1

forcats

0.5.0

foreach

1.5.1

foreign

0.8-81

forge

0.2.0

fs

1.5.0

future

1.21.0

generics

0.1.0

gert

1.0.2

ggplot2

3.3.2

gh

1.2.0

gitcreds

0.1.1

glmnet

4.0-2

globals

0.14.0

glue

1.4.2

gower

0.2.2

graphics

4.0.4

grDevices

4.0.4

grid

4.0.4

gridExtra

2.3

gsubfn

0.7

gtable

0.3.0

haven

2.3.1

highr

0.8

hms

0.5.3

htmltools

0.5.0

htmlwidgets

1.5.3

httpuv

1.5.4

httr

1.4.2

hwriter

1.3.2

hwriterPlus

1.0-3

ini

0.3.1

ipred

0.9-9

isoband

0.2.3

iterators

1.0.13

jsonlite

1.7.2

KernSmooth

2.23-18

knitr

1.30

labeling

0.4.2

later

1.1.0.1

lattice

0.20-41

lava

1.6.8.1

lazyeval

0.2.2

lifecycle

0.2.0

listenv

0.8.0

lubridate

1.7.9.2

magrittr

2.0.1

markdown

1.1

MASS

7.3-53.1

Matrix

1.3-2

memoise

1.1.0

methods

4.0.4

mgcv

1.8-33

mime

0.9

ModelMetrics

1.2.2.2

modelr

0.1.8

munsell

0.5.0

nlme

3.1-152

nnet

7.3-15

numDeriv

2016.8-1.1

openssl

1.4.3

parallel

4.0.4

parallelly

1.22.0

pillar

1.4.7

pkgbuild

1.1.0

pkgconfig

2.0.3

pkgload

1.1.0

plogr

0.2.0

plyr

1.8.6

praise

1.0.0

prettyunits

1.1.1

pROC

1.16.2

processx

3.4.5

prodlim

2019.11.13

progress

1.2.2

promises

1.1.1

proto

1.0.0

ps

1.5.0

purrr

0.3.4

r2d3

0.2.3

R6

2.5.0

randomForest

4.6-14

rappdirs

0.3.1

rcmdcheck

1.3.3

RColorBrewer

1.1-2

Rcpp

1.0.5

readr

1.4.0

readxl

1.3.1

recipes

0.1.15

rematch

1.0.1

rematch2

2.1.2

remotes

2.2.0

reprex

0.3.0

reshape2

1.4.4

rex

1.2.0

rlang

0.4.9

rmarkdown

2.6

RODBC

1.3-17

roxygen2

7.1.1

rpart

4.1-15

rprojroot

2.0.2

Rserve

1.8-7

RSQLite

2.2.1

rstudioapi

0.13

rversions

2.0.2

rvest

0.3.6

scales

1.1.1

selectr

0.4-2

sessioninfo

1.1.1

shape

1.4.5

shiny

1.5.0

sourcetools

0.1.7

sparklyr

1.5.2

SparkR

3.1.2

spatial

7.3-11

splines

4.0.4

sqldf

0.4-11

SQUAREM

2020.5

stats

4.0.4

stats4

4.0.4

stringi

1.5.3

stringr

1.4.0

survival

3.2-7

sys

3.4

tcltk

4.0.4

TeachingDemos

2.10

testthat

3.0.0

tibble

3.0.4

tidyr

1.1.2

tidyselect

1.1.0

tidyverse

1.3.0

timeDate

3043.102

tinytex

0.28

tools

4.0.4

usethis

2.0.0

utf8

1.1.4

utils

4.0.4

uuid

0.1-4

vctrs

0.3.5

viridisLite

0.3.0

waldo

0.2.3

whisker

0.4

withr

2.3.0

xfun

0.19

xml2

1.3.2

xopen

1.0.0

xtable

1.8-4

yaml

2.2.1

zip

2.1.1

Installed Java and Scala libraries (Scala 2.12 cluster version)

Group ID

Artifact ID

Version

antlr

antlr

2.7.7

com.amazonaws

amazon-kinesis-client

1.12.0

com.amazonaws

aws-java-sdk-autoscaling

1.11.655

com.amazonaws

aws-java-sdk-cloudformation

1.11.655

com.amazonaws

aws-java-sdk-cloudfront

1.11.655

com.amazonaws

aws-java-sdk-cloudhsm

1.11.655

com.amazonaws

aws-java-sdk-cloudsearch

1.11.655

com.amazonaws

aws-java-sdk-cloudtrail

1.11.655

com.amazonaws

aws-java-sdk-cloudwatch

1.11.655

com.amazonaws

aws-java-sdk-cloudwatchmetrics

1.11.655

com.amazonaws

aws-java-sdk-codedeploy

1.11.655

com.amazonaws

aws-java-sdk-cognitoidentity

1.11.655

com.amazonaws

aws-java-sdk-cognitosync

1.11.655

com.amazonaws

aws-java-sdk-config

1.11.655

com.amazonaws

aws-java-sdk-core

1.11.655

com.amazonaws

aws-java-sdk-datapipeline

1.11.655

com.amazonaws

aws-java-sdk-directconnect

1.11.655

com.amazonaws

aws-java-sdk-directory

1.11.655

com.amazonaws

aws-java-sdk-dynamodb

1.11.655

com.amazonaws

aws-java-sdk-ec2

1.11.655

com.amazonaws

aws-java-sdk-ecs

1.11.655

com.amazonaws

aws-java-sdk-efs

1.11.655

com.amazonaws

aws-java-sdk-elasticache

1.11.655

com.amazonaws

aws-java-sdk-elasticbeanstalk

1.11.655

com.amazonaws

aws-java-sdk-elasticloadbalancing

1.11.655

com.amazonaws

aws-java-sdk-elastictranscoder

1.11.655

com.amazonaws

aws-java-sdk-emr

1.11.655

com.amazonaws

aws-java-sdk-glacier

1.11.655

com.amazonaws

aws-java-sdk-iam

1.11.655

com.amazonaws

aws-java-sdk-importexport

1.11.655

com.amazonaws

aws-java-sdk-kinesis

1.11.655

com.amazonaws

aws-java-sdk-kms

1.11.655

com.amazonaws

aws-java-sdk-lambda

1.11.655

com.amazonaws

aws-java-sdk-logs

1.11.655

com.amazonaws

aws-java-sdk-machinelearning

1.11.655

com.amazonaws

aws-java-sdk-opsworks

1.11.655

com.amazonaws

aws-java-sdk-rds

1.11.655

com.amazonaws

aws-java-sdk-redshift

1.11.655

com.amazonaws

aws-java-sdk-route53

1.11.655

com.amazonaws

aws-java-sdk-s3

1.11.655

com.amazonaws

aws-java-sdk-ses

1.11.655

com.amazonaws

aws-java-sdk-simpledb

1.11.655

com.amazonaws

aws-java-sdk-simpleworkflow

1.11.655

com.amazonaws

aws-java-sdk-sns

1.11.655

com.amazonaws

aws-java-sdk-sqs

1.11.655

com.amazonaws

aws-java-sdk-ssm

1.11.655

com.amazonaws

aws-java-sdk-storagegateway

1.11.655

com.amazonaws

aws-java-sdk-sts

1.11.655

com.amazonaws

aws-java-sdk-support

1.11.655

com.amazonaws

aws-java-sdk-swf-libraries

1.11.22

com.amazonaws

aws-java-sdk-workspaces

1.11.655

com.amazonaws

jmespath-java

1.11.655

com.chuusai

shapeless_2.12

2.3.3

com.clearspring.analytics

stream

2.9.6

com.databricks

Rserve

1.8-3

com.databricks

jets3t

0.7.1-0

com.databricks.scalapb

compilerplugin_2.12

0.4.15-10

com.databricks.scalapb

scalapb-runtime_2.12

0.4.15-10

com.esotericsoftware

kryo-shaded

4.0.2

com.esotericsoftware

minlog

1.3.0

com.fasterxml

classmate

1.3.4

com.fasterxml.jackson.core

jackson-annotations

2.10.0

com.fasterxml.jackson.core

jackson-core

2.10.0

com.fasterxml.jackson.core

jackson-databind

2.10.0

com.fasterxml.jackson.dataformat

jackson-dataformat-cbor

2.10.0

com.fasterxml.jackson.datatype

jackson-datatype-joda

2.10.0

com.fasterxml.jackson.module

jackson-module-paranamer

2.10.0

com.fasterxml.jackson.module

jackson-module-scala_2.12

2.10.0

com.github.ben-manes.caffeine

caffeine

2.3.4

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.joshelser

dropwizard-metrics-hadoop-metrics2-reporter

0.1.2

com.github.luben

zstd-jni

1.4.8-1

com.github.wendykierp

JTransforms

3.1

com.google.code.findbugs

jsr305

3.0.0

com.google.code.gson

gson

2.2.4

com.google.flatbuffers

flatbuffers-java

1.9.0

com.google.guava

guava

15.0

com.google.protobuf

protobuf-java

2.6.1

com.h2database

h2

1.4.195

com.helger

profiler

1.1.1

com.jcraft

jsch

0.1.50

com.jolbox

bonecp

0.8.0.RELEASE

com.lihaoyi

sourcecode_2.12

0.1.9

com.microsoft.sqlserver

mssql-jdbc

9.2.1.jre8

com.microsoft.azure

azure-data-lake-store-sdk

2.3.9

com.ning

compress-lzf

1.0.3

com.sun.mail

javax.mail

1.5.2

com.tdunning

json

1.8

com.thoughtworks.paranamer

paranamer

2.8

com.trueaccord.lenses

lenses_2.12

0.4.12

com.twitter

chill-java

0.9.5

com.twitter

chill_2.12

0.9.5

com.twitter

util-app_2.12

7.1.0

com.twitter

util-core_2.12

7.1.0

com.twitter

util-function_2.12

7.1.0

com.twitter

util-jvm_2.12

7.1.0

com.twitter

util-lint_2.12

7.1.0

com.twitter

util-registry_2.12

7.1.0

com.twitter

util-stats_2.12

7.1.0

com.typesafe

config

1.2.1

com.typesafe.scala-logging

scala-logging_2.12

3.7.2

com.univocity

univocity-parsers

2.9.1

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-fileupload

commons-fileupload

1.3.3

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

1.0.10

io.airlift

aircompressor

0.10

io.dropwizard.metrics

metrics-core

4.1.1

io.dropwizard.metrics

metrics-graphite

4.1.1

io.dropwizard.metrics

metrics-healthchecks

4.1.1

io.dropwizard.metrics

metrics-jetty9

4.1.1

io.dropwizard.metrics

metrics-jmx

4.1.1

io.dropwizard.metrics

metrics-json

4.1.1

io.dropwizard.metrics

metrics-jvm

4.1.1

io.dropwizard.metrics

metrics-servlets

4.1.1

io.netty

netty-all

4.1.51.Final

io.prometheus

simpleclient

0.7.0

io.prometheus

simpleclient_common

0.7.0

io.prometheus

simpleclient_dropwizard

0.7.0

io.prometheus

simpleclient_pushgateway

0.7.0

io.prometheus

simpleclient_servlet

0.7.0

io.prometheus.jmx

collector

0.12.0

jakarta.annotation

jakarta.annotation-api

1.3.5

jakarta.validation

jakarta.validation-api

2.0.2

jakarta.ws.rs

jakarta.ws.rs-api

2.1.6

javax.activation

activation

1.1.1

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.transaction

transaction-api

1.1

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

2.10.5

log4j

apache-log4j-extras

1.2.17

log4j

log4j

1.2.17

net.razorvine

pyrolite

4.30

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

3.12.8

net.snowflake

spark-snowflake_2.12

2.8.1-spark_3.0

net.sourceforge.f2j

arpack_combined_all

0.1

org.acplt.remotetea

remotetea-oncrpc

1.1.2

org.antlr

ST4

4.0.4

org.antlr

antlr-runtime

3.5.2

org.antlr

antlr4-runtime

4.8-1

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

2.0.0

org.apache.arrow

arrow-memory-core

2.0.0

org.apache.arrow

arrow-memory-netty

2.0.0

org.apache.arrow

arrow-vector

2.0.0

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.commons

commons-compress

1.20

org.apache.commons

commons-crypto

1.1.0

org.apache.commons

commons-lang3

3.10

org.apache.commons

commons-math3

3.4.1

org.apache.commons

commons-text

1.6

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

2.7.4

org.apache.hadoop

hadoop-auth

2.7.4

org.apache.hadoop

hadoop-client

2.7.4

org.apache.hadoop

hadoop-common

2.7.4

org.apache.hadoop

hadoop-hdfs

2.7.4

org.apache.hadoop

hadoop-mapreduce-client-app

2.7.4

org.apache.hadoop

hadoop-mapreduce-client-common

2.7.4

org.apache.hadoop

hadoop-mapreduce-client-core

2.7.4

org.apache.hadoop

hadoop-mapreduce-client-jobclient

2.7.4

org.apache.hadoop

hadoop-mapreduce-client-shuffle

2.7.4

org.apache.hadoop

hadoop-yarn-api

2.7.4

org.apache.hadoop

hadoop-yarn-client

2.7.4

org.apache.hadoop

hadoop-yarn-common

2.7.4

org.apache.hadoop

hadoop-yarn-server-common

2.7.4

org.apache.hive

hive-beeline

2.3.7

org.apache.hive

hive-cli

2.3.7

org.apache.hive

hive-common

2.3.7

org.apache.hive

hive-exec-core

2.3.7

org.apache.hive

hive-jdbc

2.3.7

org.apache.hive

hive-llap-client

2.3.7

org.apache.hive

hive-llap-common

2.3.7

org.apache.hive

hive-metastore

2.3.7

org.apache.hive

hive-serde

2.3.7

org.apache.hive

hive-shims

2.3.7

org.apache.hive

hive-storage-api

2.7.2

org.apache.hive

hive-vector-code-gen

2.3.7

org.apache.hive.shims

hive-shims-0.23

2.3.7

org.apache.hive.shims

hive-shims-common

2.3.7

org.apache.hive.shims

hive-shims-scheduler

2.3.7

org.apache.htrace

htrace-core

3.1.0-incubating

org.apache.httpcomponents

httpclient

4.5.6

org.apache.httpcomponents

httpcore

4.4.12

org.apache.ivy

ivy

2.4.0

org.apache.mesos

mesos-shaded-protobuf

1.4.0

org.apache.orc

orc-core

1.5.12

org.apache.orc

orc-mapreduce

1.5.12

org.apache.orc

orc-shims

1.5.12

org.apache.parquet

parquet-column

1.10.1-databricks6

org.apache.parquet

parquet-common

1.10.1-databricks6

org.apache.parquet

parquet-encoding

1.10.1-databricks6

org.apache.parquet

parquet-format

2.4.0

org.apache.parquet

parquet-hadoop

1.10.1-databricks6

org.apache.parquet

parquet-jackson

1.10.1-databricks6

org.apache.thrift

libfb303

0.9.3

org.apache.thrift

libthrift

0.12.0

org.apache.velocity

velocity

1.5

org.apache.xbean

xbean-asm7-shaded

4.15

org.apache.yetus

audience-annotations

0.5.0

org.apache.zookeeper

zookeeper

3.4.14

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

3.0.16

org.codehaus.janino

janino

3.0.16

org.datanucleus

datanucleus-api-jdo

4.2.4

org.datanucleus

datanucleus-core

4.1.17

org.datanucleus

datanucleus-rdbms

4.1.19

org.datanucleus

javax.jdo

3.2.0-m3

org.eclipse.jetty

jetty-client

9.4.36.v20210114

org.eclipse.jetty

jetty-continuation

9.4.36.v20210114

org.eclipse.jetty

jetty-http

9.4.36.v20210114

org.eclipse.jetty

jetty-io

9.4.36.v20210114

org.eclipse.jetty

jetty-jndi

9.4.36.v20210114

org.eclipse.jetty

jetty-plus

9.4.36.v20210114

org.eclipse.jetty

jetty-proxy

9.4.36.v20210114

org.eclipse.jetty

jetty-security

9.4.36.v20210114

org.eclipse.jetty

jetty-server

9.4.36.v20210114

org.eclipse.jetty

jetty-servlet

9.4.36.v20210114

org.eclipse.jetty

jetty-servlets

9.4.36.v20210114

org.eclipse.jetty

jetty-util

9.4.36.v20210114

org.eclipse.jetty

jetty-util-ajax

9.4.36.v20210114

org.eclipse.jetty

jetty-webapp

9.4.36.v20210114

org.eclipse.jetty

jetty-xml

9.4.36.v20210114

org.fusesource.leveldbjni

leveldbjni-all

1.8

org.glassfish.hk2

hk2-api

2.6.1

org.glassfish.hk2

hk2-locator

2.6.1

org.glassfish.hk2

hk2-utils

2.6.1

org.glassfish.hk2

osgi-resource-locator

1.0.3

org.glassfish.hk2.external

aopalliance-repackaged

2.6.1

org.glassfish.hk2.external

jakarta.inject

2.6.1

org.glassfish.jersey.containers

jersey-container-servlet

2.30

org.glassfish.jersey.containers

jersey-container-servlet-core

2.30

org.glassfish.jersey.core

jersey-client

2.30

org.glassfish.jersey.core

jersey-common

2.30

org.glassfish.jersey.core

jersey-server

2.30

org.glassfish.jersey.inject

jersey-hk2

2.30

org.glassfish.jersey.media

jersey-media-jaxb

2.30

org.hibernate.validator

hibernate-validator

6.1.0.Final

org.javassist

javassist

3.25.0-GA

org.jboss.logging

jboss-logging

3.3.2.Final

org.jdbi

jdbi

2.63.1

org.joda

joda-convert

1.7

org.jodd

jodd-core

3.5.2

org.json4s

json4s-ast_2.12

3.7.0-M5

org.json4s

json4s-core_2.12

3.7.0-M5

org.json4s

json4s-jackson_2.12

3.7.0-M5

org.json4s

json4s-scalap_2.12

3.7.0-M5

org.lz4

lz4-java

1.7.1

org.mariadb.jdbc

mariadb-java-client

2.1.2

org.objenesis

objenesis

2.5.1

org.postgresql

postgresql

42.1.4

org.roaringbitmap

RoaringBitmap

0.9.0

org.roaringbitmap

shims

0.9.0

org.rocksdb

rocksdbjni

6.2.2

org.rosuda.REngine

REngine

2.1.0

org.scala-lang

scala-compiler_2.12

2.12.10

org.scala-lang

scala-library_2.12

2.12.10

org.scala-lang

scala-reflect_2.12

2.12.10

org.scala-lang.modules

scala-collection-compat_2.12

2.1.1

org.scala-lang.modules

scala-parser-combinators_2.12

1.1.2

org.scala-lang.modules

scala-xml_2.12

1.2.0

org.scala-sbt

test-interface

1.0

org.scalacheck

scalacheck_2.12

1.14.2

org.scalactic

scalactic_2.12

3.0.8

org.scalanlp

breeze-macros_2.12

1.0

org.scalanlp

breeze_2.12

1.0

org.scalatest

scalatest_2.12

3.0.8

org.slf4j

jcl-over-slf4j

1.7.30

org.slf4j

jul-to-slf4j

1.7.30

org.slf4j

slf4j-api

1.7.30

org.slf4j

slf4j-log4j12

1.7.30

org.spark-project.spark

unused

1.0.0

org.springframework

spring-core

4.1.4.RELEASE

org.springframework

spring-test

4.1.4.RELEASE

org.threeten

threeten-extra

1.5.0

org.tukaani

xz

1.5

org.typelevel

algebra_2.12

2.0.0-M2

org.typelevel

cats-kernel_2.12

2.0.0-M4

org.typelevel

machinist_2.12

0.6.8

org.typelevel

macro-compat_2.12

1.1.1

org.typelevel

spire-macros_2.12

0.17.0-M1

org.typelevel

spire-platform_2.12

0.17.0-M1

org.typelevel

spire-util_2.12

0.17.0-M1

org.typelevel

spire_2.12

0.17.0-M1

org.wildfly.openssl

wildfly-openssl

1.0.7.Final

org.xerial

sqlite-jdbc

3.8.11.2

org.xerial.snappy

snappy-java

1.1.8.2

org.yaml

snakeyaml

1.24

oro

oro

2.0.8

pl.edu.icm

JLargeArrays

1.5

software.amazon.ion

ion-java

1.0.2

stax

stax-api

1.0.1

xmlenc

xmlenc

0.52