Databricks Runtime 8.3 (Unsupported)

The following release notes provide information about Databricks Runtime 8.3 and Databricks Runtime 8.3 Photon, powered by Apache Spark 3.1.1. Databricks released these images in June 2021. Photon is in Public Preview.

New features and improvements

Accelerate SQL workloads with Photon (Public Preview)

Photon is the new native vectorized engine on Databricks, directly compatible with Apache Spark APIs. It is included as part of a new high-performance runtime designed to run your SQL workloads faster and reduce your total cost per workload. This runtime is a variant of the standard Databricks Runtime and is selectable when you create clusters in the UI, the Clusters API 2.0, or the Jobs API 2.1 (specified in the APIs as 8.3.x-photon-scala2.12).

Photon supports a limited set of instance types on the driver and worker nodes. Instance types with Photon consume DBUs at a different rate than the same instance type running a non-Photon runtime. For more information about Photon instances and DBU consumption, see the Databricks pricing page.

Generated columns in Delta tables (Public Preview)

Delta Lake now supports generated columns, which are a special type of column whose values are automatically generated based on a user-specified function over other columns in the Delta table. You can use most built-in SQL functions to generate the values of these generated columns. For example, you can automatically generate a date column (for partitioning the table by date) from the timestamp column; any writes into the table need only specify the data for the timestamp column. You can create Delta tables with generated columns using SQL, Scala, Java or Python APIs.

For more information, see Use generated columns.

Auto Loader features and improvements

Schema inference for CSV files in Auto Loader

Auto Loader now supports schema inference and evolution on CSV files. Auto Loader provides the following capabilities on top of the existing CSV parser in Apache Spark:

  • Schema merging: Auto Loader can ingest CSV files that have different schema (different number of columns, different ordering of columns) across files.

  • Rescued data column: You can use the rescued data column to rescue unexpected data that may appear in your CSV files. This includes data that can not be parsed in the data type that’s expected, columns that have a different casing or null values in the header, or additional columns that were not part of the expected schema.

For details, see Schema inference and evolution in Auto Loader.

Improved startup time for Auto Loader streams

Auto Loader streams now perform the initial backfill for the stream asynchronously when starting for the first time, leading to a much faster start up time for the stream. This can allow you to iterate quickly on your code with production data, especially when you have to ingest data from directories that contain millions or billions of files.

In addition, the bootstrap time of streams that are restarting are also improved, because we have parallelized the download and upload of the RocksDB files that Auto Loader leverages for providing exactly-once semantics.

Faster directory listing in Auto Loader

We greatly improved the efficiency of directory listing in Auto Loader. A side effect of this performance improvement is that the stream may emit more list requests to the storage system when there is no new data to process, which can lead to a surge on list request charges. As a general best practice, Databricks recommends that you set a reasonable trigger interval for production streaming pipelines. See Structured Streaming in production.

Reduced storage overhead for Auto Loader checkpoints

Auto Loader streams now automatically clean up stale files in the checkpoint directory asynchronously to keep the checkpoint directory size from growing indefinitely and reduce storage costs.

Auto Loader includes the file path in the rescued data column when available

The rescued data column automatically provides the file path of the rescued data when applicable in a column named _file_ path. This can help you track down the root cause of data quality issues. The column is not included if the data schema contains a column called _file_path. You can use the SQL configuration spark.databricks.sql.rescuedDataColumn.filePath.name to rename the column if necessary.

Auto Loader supports file renames in Azure Data Lake Storage Gen2 in file notification mode

Auto Loader now supports BlobRenamed events for Azure Data Lake Storage Gen2 when running in file notification mode. To process files that are uploaded to an Azure Data Lake Storage Gen2 container through a rename operation with file notifications, start a new stream with Auto Loader using Databricks Runtime 8.3. To ensure that a file is processed exactly once, make sure that the source directory that the file is being renamed from is not watched by Auto Loader.

Create Delta tables with new programmatic APIs (Public Preview)

You can now create new Delta tables programmatically (using Scala, Java, and Python) without using DataFrame APIs. New DeltaTableBuilder and DeltaColumnBuilder APIs let you specify all of the table details that you can specify using SQL CREATE TABLE.

For more information, see Create a table.

Correct calculation of Delta table sizes in SQL ANALYZE

Existing analyze logic incorrectly computes the table size for Delta tables and updates the catalog with incorrect size. The fix is to get the size of a Delta table from the Delta log.

Detailed metrics of RocksDB performance when using RocksDBStateStore

If you have configured your Structured Streaming query to use RocksDB as the state store, you can now get better visibility into the performance of RocksDB, with detailed metrics on get/put latencies, compaction latencies, cache hits, and so on. These metrics are available through the StreamingQueryProgress and StreamingQueryListener APIs for monitoring a streaming query.

For more information, see RocksDB state store metrics.

Automatic Optimized Writes

Optimized Writes on partitioned Delta tables are now automatically enabled for update and delete queries containing subqueries.

Enable bucketed joins if only one join side is bucketed

A new config spark.databricks.sql.minBucketsForBucketedJoin enables a bucketed join if only one join side is bucketed and the number of buckets is not less than this config value. By default, this config value is the same as the default shuffle partitions number (200).

Improved security when defining Spark UDFs (Public Preview)

User info functions current_user and is_member can no longer be overridden by temporary functions including Python spark.udf.register or SQL create or replace temp function.

CSE-KMS endpoint supported in the new S3 client

The S3 connector now supports the fs.s3a.cse.kms.endpoint option to configure a custom KMS endpoint when using AWS S3 client-side encryption with keys managed by AWS KMS service (CSE-KMS). See the AWS article AWS Key Management Service endpoints and quotas for the list of valid endpoints. If the option is not specified, CSE-KMS defaults to us-east-1 region by default. If you use S3 client-side encryption with a customer-provided key, this option has no effect.

Easy migration of OSS Hadoop configurations to Databricks clusters, thanks to support for both OSS and shaded class names for S3 AWS credentials providers

Open-source Hadoop AWS credentials providers, for example, org.apache.hadoop.fs.s3a.TemporaryAWSCredentialsProvider, org.apache.hadoop.fs.s3a.auth.AssumedRoleCredentialProvider, and org.apache.hadoop.fs.s3a.AnonymousAWSCredentialsProvider, can be configured as part of Hadoop configuration for S3 Storage Connector in addition to existing authentication methods. This enables easy migration of OSS Hadoop configuration to a Databricks cluster.

Reduced number of requests to schema registry for queries with from_avro

Queries with from_avro with schema registry support no longer generate as many requests to the schema registry service, saving operational cost.

Multiple results in R with ListResults (Public Preview)

Databricks R notebooks now support multiple results in each cell. Previously only a single result was rendered for each notebook cell. Currently the results of a single cell in R notebooks are displayed in the following order:

  1. RShiny URL

  2. Plot

  3. displayHTML outputs

  4. Tables

  5. stdout

Bug fixes

  • Disabled a list of pushed down predicates (StartsWith, EndsWith, Contains, Not(EqualTo()), and DataType) for AWS Glue Catalog since they are not supported in Glue yet.

Library upgrades

  • Upgraded Python library:

    • koalas upgraded from 1.7.0 to 1.8.0.

    • pandas upgraded from 1.1.3 to 1.1.5.

    • s3transfer upgraded from 0.3.4 to 0.3.6.

  • Upgraded R library:

    • SparkR upgraded from 3.1.1 to 3.1.2.

  • Upgraded Java library:

    • mariadb-java-client from 2.1.2 to 2.2.5.

    • parquet-column from 1.10.1-databricks6 to 1.10.1-databricks9

    • parquet-common from 1.10.1-databricks6 to 1.10.1-databricks9

    • parquet-encoding from 1.10.1-databricks6 to 1.10.1-databricks9

    • parquet-hadoop from 1.10.1-databricks6 to 1.10.1-databricks9

    • parquet-jackson from 1.10.1-databricks6 to 1.10.1-databricks9

Apache Spark

Databricks Runtime 8.3 includes Apache Spark 3.1.1. This release includes all Spark fixes and improvements included in Databricks Runtime 8.2 (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-34246] [FOLLOWUP] Change the definition of `findTightestCommonT…

  • [SPARK-35213] [SQL] Keep the correct ordering of nested structs in chained withField operations

  • [SPARK-35096] [SQL] SchemaPruning should adhere spark.sql.caseSensitive config

  • [SPARK-35227] [BUILD] Update the resolver for spark-packages in SparkSubmit

  • [SPARK-35224] [SQL] Fix buffer overflow in MutableProjectionSuite

  • [SPARK-34245] [CORE] Ensure Master removes executors that failed to send finished state

  • [SPARK-34856] [SQL] ANSI mode: Allow casting complex types as string type

  • [SPARK-34946] [SQL] Block unsupported correlated scalar subquery in Aggregate

  • [SPARK-35014] Fix the PhysicalAggregation pattern to not rewrite foldable expressions

  • [SPARK-34769] [SQL] AnsiTypeCoercion: return closest con…

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

  • R: R version 4.0.4 (2021-02-15)

  • Delta Lake 1.0.0

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

facets-overview

1.0.0

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

1.8.0

matplotlib

3.2.2

numpy

1.19.2

pandas

1.1.5

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

protobuf

3.17.0

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

0.3.6

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.azure

azure-data-lake-store-sdk

2.3.9

com.microsoft.sqlserver

mssql-jdbc

9.2.1.jre8

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

hive-2.3__hadoop-2.7

jets3t-0.7

liball_deps_2.12

hive-2.3__hadoop-2.7

zookeeper-3.4

liball_deps_2.12

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

maven-trees

hive-2.3__hadoop-2.7

liball_deps_2.12

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

3.13.3

net.snowflake

spark-snowflake_2.12

2.9.0-spark_3.1

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-databricks9

org.apache.parquet

parquet-common

1.10.1-databricks9

org.apache.parquet

parquet-encoding

1.10.1-databricks9

org.apache.parquet

parquet-format

2.4.0

org.apache.parquet

parquet-hadoop

1.10.1-databricks9

org.apache.parquet

parquet-jackson

1.10.1-databricks9

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

2.2.5

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