Databricks Runtime 7.5 (Unsupported)

Databricks released this image in December 2020.

The following release notes provide information about Databricks Runtime 7.5, powered by Apache Spark 3.0.

New features

Delta Lake features and improvements

This release provides the following Delta Lake features and improvements:

Asynchronous checkpointing eliminates streaming micro-batch duration spikes

Delta Lake performs checkpoints every 10 commits by default. In streaming workloads, checkpointing can cause minor spikes in the micro-batch duration every 10 commits. Asynchronous checkpointing eliminates these spikes.

Asynchronous checkpointing is enabled by default for all non-Trigger Once streaming workloads. With asynchronous checkpointing, streaming writers also write enhanced checkpoints so you don’t need to explicitly opt-in to enhanced checkpoints.

To disable asynchronous checkpointing, set the SQL configuration spark.databricks.delta.checkpoint.async.enabled false.

Batch workloads continue to write checkpoints synchronously and we recommend against enabling asynchronous checkpointing for batch workloads.

Latest table information is now propagated to catalogs

Delta Lake now propagates the latest table information, such as schema and table properties, to catalogs such as the Hive metastore, on a best effort basis. Such information can help you leverage cataloging tools to understand the schema of your Delta tables.

Delta Lake does not internally depend on this information, but attempts to keep it up-to-date. In addition, Delta Lake stores table properties delta.lastUpdateVersion and delta.lastCommitTimestamp to denote the version and timestamp of the commit that last pushed a change to the metastore. The metastore is updated only when the schema of the table or the properties in the table do not match. Therefore, the aforementioned table properties do not necessarily reflect the latest version of the table.

If your table information and the metastore information are out of sync, you can run a command such as DESCRIBE <table> to update the metastore.

Note

  • Because Hive doesn’t allow the changing partition columns, but Delta tables can change their partitioning, Delta tables do not show up as partitioned in Hive.

  • Table information cannot be used by external Delta Lake readers, such as the manifest format tables.

MERGE INTO operation now supports schema evolution of nested columns

Schema evolution of nested columns now have the same semantics as that of top-level columns. For example, new nested columns can be automatically added to a StructType column. See Automatic schema evolution in Merge for details.

MERGE INTO operation now automatically uses Optimized Writes

Optimized Writes can provide much better performance for MERGE INTO out-of-the-box, especially for MERGE INTO on partitioned tables. To disable Optimized Writes, set the Spark configuration spark.databricks.delta.optimizeWrite.enabled to false.

MERGE INTO and UPDATE operations now resolve nested struct columns by name

Update operations UPDATE and MERGE INTO commands now resolve nested struct columns by name. That is, when comparing or assigning columns of type StructType, the order of the nested columns does not matter (exactly in the same way as the order of top-level columns). To revert to resolving by position, set the Spark configuration spark.databricks.delta.resolveMergeUpdateStructsByName.enabled to false.

CLONE is GA and you can now override table properties

The CLONE command is now generally available. See CREATE TABLE CLONE. In addition, you can now specify table property overrides when using CLONE. For examples, see Clone use cases.

RESTORE is GA

The RESTORE command is now generally available. See RESTORE (Delta Lake on Databricks).

Scala implicits simplify Spark read and write APIs

You can import io.delta.implicits._ to use the delta method with Spark read and write APIs.

import io.delta.implicits._

spark.read.delta("/my/table/path")
df.write.delta("/my/table/path")
spark.readStream.delta("/my/table/path")
df.writeStream.delta("/my/table/path")

Improve streaming throughput with fetchParallelism connector option

The SQS connector now supports a new option fetchParallelism to specify the parallelism to fetch messages from the queue service.

Track stream progress with new Auto Loader metrics

Auto Loader now reports how many files exist in the backlog and how large the backlog is after every batch. You can use these metrics to track stream progress. For details on how to view the metrics, see Auto Loader.

Improvements

Wider support for notebook-scoped libraries using %pip and %conda magic commands

You can now install notebook-scoped libraries using %pip and %conda magic commands on High Concurrency clusters with either table ACLs or credential passthrough enabled.

Accurate Spark SQL DECIMAL display

The Spark SQL DECIMAL data type is now displayed in tables without loss of precision and scale.

ADLS Gen 2 storage connector based on Hadoop 3.3 for ABFS

An upgraded version of the ADLS Gen 2 storage connector is based on Hadoop 3.3 for ABFS. The upgraded connector contains many stability improvements (see Hadoop stability) and includes support for SAS token authentication.

The Spark-S3 connection in AWS Redshift connector now supports assumeRole

The Amazon Redshift connector uses S3 as an intermediary storage to read and write data. You can now assume an IAM role in order to authenticate to S3. You configure the IAM role to be assumed using existing configuration parameters, that is, fs.s3a.stsAssumeRole.arn and fs.s3a.credentialsType. See Authenticating to S3 and Redshift.

Other fixes

The Databricks Kafka connector for Spark Streaming has been removed. Use the Apache Spark connector.

Library upgrades

  • Upgraded Python libraries:

    • koalas upgraded from 1.3.0 to 1.4.0.

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

  • OpenJDK 8 build upgraded to Zulu 8.50.0.51-CA-linux64 (build 1.8.0_275-b01).

Apache Spark

Databricks Runtime 7.5 includes Apache Spark 3.0.1. This release includes all Spark fixes and improvements included in Databricks Runtime 7.4 (Unsupported), as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-33611] [UI] Avoid encoding twice on the query parameter of rewritten proxy URL

  • [SPARK-33587] [CORE] Kill the executor on nested fatal errors (7.x)

  • [SPARK-33140] [SQL] Revert code that not use passed-in SparkSession to get SQLConf.

  • [SPARK-33472] [SQL] Adjust RemoveRedundantSorts rule order

  • [SPARK-33422] [DOC] Fix the correct display of left menu item

  • [SPARK-27421] [SQL] Fix filter for int column and value class java.lang.String when pruning partition column

  • [SPARK-33483] [INFRA][TESTS] Fix rat exclusion patterns and add a LICENSE

  • [SPARK-33464] [INFRA] Add/remove (un)necessary cache and restructure GitHub Actions yaml

  • [SPARK-33407] [PYTHON][7.X] Simplify the exception message from Python UDFs (disabled by default)

  • [SPARK-33435] [SQL] DSv2: REFRESH TABLE should invalidate caches referencing the table

  • [SPARK-33358] [SQL] Return code when command process failed

  • [SPARK-33183] [DBCONNECT] Add RemoveRedundantSorts.scala to ALLOW_LIST.txt

  • [SPARK-33290] [SQL] REFRESH TABLE should invalidate cache even though the table itself may not be cached

  • [SPARK-33140] [SQL] Fix delta compile

  • [SPARK-33316] [SQL] Add unit tests for from_avro and to_avro with Schema Registry and user provided nullable Avro schema

  • [SPARK-33404] [SQL] Fix incorrect results in date_trunc expression

  • [SPARK-33339] [PYTHON] Pyspark application will hang due to non Exception error

  • [SPARK-33412] [SQL] OverwriteByExpression should resolve its delete condition based on the table relation not the input query

  • [SPARK-33391] [SQL] element_at with CreateArray not respect one based index.

  • [SPARK-33316] [SQL] Support user provided nullable Avro schema for non-nullable catalyst schema in Avro writing

  • [SPARK-33372] [SQL] Fix InSet bucket pruning

  • [SPARK-33371] [PYTHON] Update setup.py and tests for Python 3.9

  • [SPARK-33140] [SQL] remove SQLConf and SparkSession in all sub-class of Rule[QueryPlan]

  • [SPARK-33338] [SQL] GROUP BY using literal map should not fail

  • [SPARK-33306] [SQL]Timezone is needed when cast date to string

  • [SPARK-33284] [WEB-UI] In the Storage UI page, clicking any field to sort the table will cause the header content to be lost

  • [SPARK-33362] [SQL] skipSchemaResolution should still require query to be resolved

  • [SPARK-32257] [SQL] Reports explicit errors for invalid usage of SET/RESET command

  • [SPARK-32406] [SQL] Make RESET syntax support single configuration reset

  • [SPARK-32376] [SQL] Make unionByName null-filling behavior work with struct columns

  • [SPARK-32308] [SQL] Move by-name resolution logic of unionByName from API code to analysis phase

  • [SPARK-20044] [UI] Support Spark UI behind front-end reverse proxy using a path prefix Revert proxy url

  • [SPARK-33268] [SQL][PYTHON] Fix bugs for casting data from/to PythonUserDefinedType

  • [SPARK-33292] [SQL] Make Literal ArrayBasedMapData string representation disambiguous

  • [SPARK-33183] [SQL] Fix Optimizer rule EliminateSorts and add a physical rule to remove redundant sorts

  • [SPARK-33272] [SQL] prune the attributes mapping in QueryPlan.transformUpWithNewOutput

  • [SPARK-32090] [SQL] Improve UserDefinedType.equal() to make it be symmetrical

  • [SPARK-33267] [SQL] Fix NPE issue on ‘In’ filter when one of values contains null

  • [SPARK-33208] [SQL] Update the document of SparkSession#sql

  • [SPARK-33260] [SQL] Fix incorrect results from SortExec when sortOrder is Stream

  • [SPARK-33230] [SQL] Hadoop committers to get unique job ID in “spark.sql.sources.writeJobUUID”

  • [SPARK-33197] [SQL] Make changes to spark.sql.analyzer.maxIterations take effect at runtime

  • [SPARK-33228] [SQL] Don’t uncache data when replacing a view having the same logical plan

  • [SPARK-32557] [CORE] Logging and swallowing the exception per entry in History server

  • [SPARK-32436] [CORE] Initialize numNonEmptyBlocks in HighlyCompressedMapStatus.readExternal

  • [SPARK-33131] [SQL] Fix grouping sets with having clause can not resolve qualified col name

  • [SPARK-32761] [SQL] Allow aggregating multiple foldable distinct expressions

  • [SPARK-33094] [SQL] Make ORC format propagate Hadoop config from DS options to underlying HDFS file system

System environment

  • Operating System: Ubuntu 18.04.5 LTS

  • Java: Zulu 8.50.0.51-CA-linux64 (build 1.8.0_275-b01)

  • Scala: 2.12.10

  • Python: 3.7.5

  • R: R version 3.6.3 (2020-02-29)

  • Delta Lake 0.7.0

Installed Python libraries

Library

Version

Library

Version

Library

Version

asn1crypto

1.3.0

backcall

0.1.0

boto3

1.12.0

botocore

1.15.0

certifi

2020.6.20

cffi

1.14.0

chardet

3.0.4

cryptography

2.8

cycler

0.10.0

Cython

0.29.15

decorator

4.4.1

docutils

0.15.2

entrypoints

0.3

idna

2.8

ipykernel

5.1.4

ipython

7.12.0

ipython-genutils

0.2.0

jedi

0.17.2

jmespath

0.10.0

joblib

0.14.1

jupyter-client

5.3.4

jupyter-core

4.6.1

kiwisolver

1.1.0

koalas

1.4.0

matplotlib

3.1.3

numpy

1.18.1

pandas

1.0.1

parso

0.7.0

patsy

0.5.1

pexpect

4.8.0

pickleshare

0.7.5

pip

20.0.2

prompt-toolkit

3.0.3

psycopg2

2.8.4

ptyprocess

0.6.0

pyarrow

1.0.1

pycparser

2.19

Pygments

2.5.2

PyGObject

3.26.1

pyOpenSSL

19.1.0

pyparsing

2.4.6

PySocks

1.7.1

python-apt

1.6.5+ubuntu0.3

python-dateutil

2.8.1

pytz

2019.3

pyzmq

18.1.1

requests

2.22.0

s3transfer

0.3.3

scikit-learn

0.22.1

scipy

1.4.1

seaborn

0.10.0

setuptools

45.2.0

six

1.14.0

ssh-import-id

5.7

statsmodels

0.11.0

tornado

6.0.3

traitlets

4.3.3

unattended-upgrades

0.1

urllib3

1.25.8

virtualenv

16.7.10

wcwidth

0.1.8

wheel

0.34.2

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

1.1.10

base

3.6.3

base64enc

0.1-3

BH

1.72.0-3

bit

4.0.4

bit64

4.0.5

blob

1.2.1

boot

1.3-25

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

7.3-17

cli

2.1.0

clipr

0.7.1

cluster

2.1.0

codetools

0.2-18

colorspace

1.4-1

commonmark

1.7

compiler

3.6.3

config

0.3

covr

3.5.1

cpp11

0.2.3

crayon

1.3.4

crosstalk

1.1.0.1

curl

4.3

data.table

1.13.2

datasets

3.6.3

DBI

1.1.0

dbplyr

1.4.4

desc

1.2.0

devtools

2.3.2

diffobj

0.3.2

digest

0.6.27

dplyr

0.8.5

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

0.8-76

forge

0.2.0

fs

1.5.0

generics

0.1.0

ggplot2

3.3.2

gh

1.1.0

git2r

0.27.1

glmnet

3.0-2

globals

0.13.1

glue

1.4.2

gower

0.2.2

graphics

3.6.3

grDevices

3.6.3

grid

3.6.3

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

1.5.2

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

0.2.2

iterators

1.0.13

jsonlite

1.7.1

KernSmooth

2.23-18

knitr

1.30

labeling

0.4.2

later

1.1.0.1

lattice

0.20-41

lava

1.6.8

lazyeval

0.2.2

lifecycle

0.2.0

lubridate

1.7.9

magrittr

1.5

markdown

1.1

MASS

7.3-53

Matrix

1.2-18

memoise

1.1.0

methods

3.6.3

mgcv

1.8-33

mime

0.9

ModelMetrics

1.2.2.2

modelr

0.1.8

munsell

0.5.0

nlme

3.1-150

nnet

7.3-14

numDeriv

2016.8-1.1

openssl

1.4.3

parallel

3.6.3

pillar

1.4.6

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

3.4.4

prodlim

2019.11.13

progress

1.2.2

promises

1.1.1

proto

1.0.0

ps

1.4.0

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

0.1.14

rematch

1.0.1

rematch2

2.1.2

remotes

2.2.0

reprex

0.3.0

reshape2

1.4.4

rex

1.2.0

rjson

0.2.20

rlang

0.4.8

rmarkdown

2.5

RODBC

1.3-16

roxygen2

7.1.1

rpart

4.1-15

rprojroot

1.3-2

Rserve

1.8-7

RSQLite

2.2.1

rstudioapi

0.11

rversions

2.0.2

rvest

0.3.6

scales

1.1.1

selectr

0.4-2

sessioninfo

1.1.1

shape

1.4.4

shiny

1.5.0

sourcetools

0.1.7

sparklyr

1.4.0

SparkR

3.0.0

spatial

7.3-11

splines

3.6.3

sqldf

0.4-11

SQUAREM

2020.5

stats

3.6.3

stats4

3.6.3

stringi

1.5.3

stringr

1.4.0

survival

3.2-7

sys

3.4

tcltk

3.6.3

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

0.27

tools

3.6.3

usethis

1.6.3

utf8

1.1.4

utils

3.6.3

uuid

0.1-4

vctrs

0.3.4

viridisLite

0.3.0

waldo

0.2.2

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

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

1.4.4-3

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

8.2.1.jre8

com.microsoft.azure

azure-data-lake-store-sdk

2.3.8

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

2.9.0

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

4.1.47.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

4.7.1

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

0.15.1

org.apache.arrow

arrow-memory

0.15.1

org.apache.arrow

arrow-vector

0.15.1

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

1.8.1

org.apache.commons

commons-crypto

1.0.0

org.apache.commons

commons-lang3

3.9

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

2.7.1

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

1.5.10

org.apache.orc

orc-mapreduce

1.5.10

org.apache.orc

orc-shims

1.5.10

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

9.4.18.v20190429

org.eclipse.jetty

jetty-continuation

9.4.18.v20190429

org.eclipse.jetty

jetty-http

9.4.18.v20190429

org.eclipse.jetty

jetty-io

9.4.18.v20190429

org.eclipse.jetty

jetty-jndi

9.4.18.v20190429

org.eclipse.jetty

jetty-plus

9.4.18.v20190429

org.eclipse.jetty

jetty-proxy

9.4.18.v20190429

org.eclipse.jetty

jetty-security

9.4.18.v20190429

org.eclipse.jetty

jetty-server

9.4.18.v20190429

org.eclipse.jetty

jetty-servlet

9.4.18.v20190429

org.eclipse.jetty

jetty-servlets

9.4.18.v20190429

org.eclipse.jetty

jetty-util

9.4.18.v20190429

org.eclipse.jetty

jetty-webapp

9.4.18.v20190429

org.eclipse.jetty

jetty-xml

9.4.18.v20190429

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

3.6.6

org.json4s

json4s-core_2.12

3.6.6

org.json4s

json4s-jackson_2.12

3.6.6

org.json4s

json4s-scalap_2.12

3.6.6

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

0.7.45

org.roaringbitmap

shims

0.7.45

org.rocksdb

rocksdbjni

6.2.2

org.rosuda.REngine

REngine

2.1.0

org.scala-lang

scala-compiler_2.12

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

1.1.7.5

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