Databricks Runtime 4.2 (unsupported)

Databricks released this image in July 2018.

Important

This release was deprecated on March 5, 2019. For more information about the Databricks Runtime deprecation policy and schedule, see Databricks runtime support lifecycles.

The following release notes provide information about Databricks Runtime 4.2, powered by Apache Spark.

Delta Lake

Databricks Runtime 4.2 adds major quality improvements and functionality to Delta Lake. Databricks highly recommends that all Delta Lake customers upgrade to the new runtime. This release remains in Private Preview, but it represents a candidate release in anticipation of the upcoming general availability (GA) release.

New features

  • Multi-cluster writes: Delta Lake now supports transactional writes from multiple clusters. To use this feature all writers must be running Databricks Runtime 4.2.

  • Streams can now be directly written to a Delta table registered in the Hive metastore using df.writeStream.table(...).

Improvements

  • All Delta Lake commands and queries now support referring to a table using its path as an identifier:

    delta.`<path-to-table>`

    Previously OPTIMIZE and VACUUM required non-standard use of string literals (that is, '<path-to-table>').

  • DESCRIBE HISTORY now includes the commit ID and is ordered newest to oldest by default.

Bug fixes

  • Filtering based on partition predicates now operates correctly even when the case of the predicates differs from that of the table.

  • Fixed missing column AnalysisException when performing equality checks on boolean columns in Delta tables (that is, booleanValue = true).

  • CREATE TABLE no longer modifies the transaction log when creating a pointer to an existing table. This prevents unnecessary conflicts with concurrent streams and allows the creation of metastore pointer to tables where the user only has read access to the data.

  • Calling display() on a stream with large amounts of data no longer causes OOM in the driver.

  • AnalysisException is now thrown when an underlying Delta Lake path is deleted, rather than returning empty results.

  • Delta Lake configs that require a specific protocol version (for example, appendOnly) can only be applied to tables at an appropriate version.

  • When updating the state of a Delta table, long lineages are now automatically truncated to avoid a StackOverFlowError.

Structured Streaming

New features

  • Delta Lake, SQS, and Kafka now fully support Trigger.Once. Previously rate limits (for example maxOffsetsPerTrigger or maxFilesPerTrigger) specified as source options or defaults could result in only a partial execution of available data. These options are now ignored when Trigger.Once is used, allowing all currently available data to be processed.

  • Added new streaming foreachBatch() in Scala, where the you can define a function to process the output of every microbatch using DataFrame operations. This enables the following:

    • Using existing batch data sources to write microbatch outputs to systems that do not have a streaming data source yet (for example, use Cassandra batch writer on every micro-batch output).

    • Writing microbatch output to multiple locations.

    • Applying DataFrame and table operations on microbatch outputs that are not supported in streaming DataFrames yet (for example, upsert microbatch output into a Delta table).

  • Added from_avro/to_avro functions to read and write Avro data within a DataFrame instead of just files, similar to from_json/to_json. See Read and Write Avro Data Anywhere for more details.

  • Added support for streaming foreach() in Python (already available in Scala). See foreach and foreachBatch documentation for more details.

Improvements

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

Bug fixes

  • Fixed correctness bug SPARK-24588 in stream-stream join where join reported fewer results when there is an explicit repartition before it (for example, df1.repartition("a", "b").join(df, "a")).

Other Changes and Improvements

  • Fixed the S3A filesystem to enable reading Parquet files over S3 with client-side encryption. Reads were previously throwing java.io.EOFException errors.

  • Added support for SQL Deny command for table access control enabled clusters. Users can now deny specific permissions in the same way they could be granted before. A denied permission will supersede a granted one. Admins and Owners of a particular object are still always allowed to perform actions.

  • New Azure Data Lake Storage Gen2 data source that uses the ABFS driver. See Connect to Azure Data Lake Storage Gen2 and Blob Storage

  • Upgraded some installed Python libraries:

    • pip: from 10.0.0b2 to 10.0.1

    • setuptools: from 39.0.1 to 39.2.0

    • tornado: 5.0.1 to 5.0.2

    • wheel: 0.31.0 to 0.31.1

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

  • Improved Parquet support

  • Upgraded Apache ORC from 1.4.1 to 1.4.3

Apache Spark

Databricks Runtime 4.2 includes Apache Spark 2.3.1. This release includes all fixes and improvements included in Databricks Runtime 4.1 (unsupported), as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-24588][SS] streaming join should require HashClusteredPartitioning from children

  • [SPARK-23931][SQL] Make arrays_zip in function.scala @scala.annotation.varargs.

  • [SPARK-24633][SQL] Fix codegen when split is required for arrays_zip

  • [SPARK-24578][CORE] Cap sub-region’s size of returned nio buffer

  • [SPARK-24613][SQL] Cache with UDF could not be matched with subsequent dependent caches

  • [SPARK-24583][SQL] Wrong schema type in InsertIntoDataSourceCommand

  • [SPARK-24565][SS] Add API for in Structured Streaming for exposing output rows of each microbatch as a DataFrame

  • [SPARK-24396][SS][PYSPARK] Add Structured Streaming ForeachWriter for Python

  • [SPARK-24216][SQL] Spark TypedAggregateExpression uses getSimpleName that is not safe in Scala

  • [SPARK-24452][SQL][CORE] Avoid possible overflow in int add or multiple

  • [SPARK-24187][R][SQL] Add array_join function to SparkR

  • [SPARK-24525][SS] Provide an option to limit number of rows in a MemorySink

  • [SPARK-24331][SPARKR][SQL] Adding arrays_overlap, array_repeat, map_entries to SparkR

  • [SPARK-23931][SQL] Adds arrays_zip function to Spark SQL

  • [SPARK-24186][R][SQL] change reverse and concat to collection functions in R

  • [SPARK-24198][SPARKR][SQL] Adding slice function to SparkR

  • [SPARK-23920][SQL] add array_remove to remove all elements that equal element from array

  • [SPARK-24197][SPARKR][SQL] Adding array_sort function to SparkR

  • [SPARK-24340][CORE] Clean up non-shuffle disk block manager files following executor exits on a standalone cluster

  • [SPARK-23935][SQL] Adding map_entries function

  • [SPARK-24500][SQL] Make sure streams are materialized during Tree transforms.

  • [SPARK-24495][SQL] EnsureRequirement returns wrong plan when reordering equal keys

  • [SPARK-24506][UI] Add UI filters to tabs added after binding

  • [SPARK-24468][SQL] Handle negative scale when adjusting precision for decimal operations

  • [SPARK-24313][SQL] Fix collection operations’ interpreted evaluation for complex types

  • [SPARK-23922][SQL] Add arrays_overlap function

  • [SPARK-24369][SQL] Correct handling for multiple distinct aggregations having the same argument set

  • [SPARK-24455][CORE] fix typo in TaskSchedulerImpl comment

  • [SPARK-24397][PYSPARK] Added TaskContext.getLocalProperty(key) in Python

  • [SPARK-24117][SQL] Unified the getSizePerRow

  • [SPARK-24156][SS] Fix error recovering from the failure in a no-data batch

  • [SPARK-24414][UI] Calculate the correct number of tasks for a stage.

  • [SPARK-23754][PYTHON] Re-raising StopIteration in client code

  • [SPARK-23991][DSTREAMS] Fix data loss when WAL write fails in allocateBlocksToBatch

  • [SPARK-24373][SQL] Add AnalysisBarrier to RelationalGroupedDataset’s and KeyValueGroupedDataset’s child

  • [SPARK-24392][PYTHON] Label pandas_udf as Experimental

  • [SPARK-24334] Fix race condition in ArrowPythonRunner causes unclean shutdown of Arrow memory allocator

  • [SPARK-19112][CORE] Add missing shortCompressionCodecNames to configuration.

  • [SPARK-24244][SPARK-24368][SQL] Passing only required columns to the CSV parser

  • [SPARK-24366][SQL] Improving of error messages for type converting

  • [SPARK-24371][SQL] Added isInCollection in DataFrame API for Scala an…

  • [SPARK-23925][SQL] Add array_repeat collection function

  • [MINOR] Add port SSL config in toString and scaladoc

  • [SPARK-24378][SQL] Fix date_trunc function incorrect examples

  • [SPARK-24364][SS] Prevent InMemoryFileIndex from failing if file path doesn’t exist

  • [SPARK-24257][SQL] LongToUnsafeRowMap calculate the new size may be wrong

  • [SPARK-24348][SQL] element_at” error fix

  • [SPARK-23930][SQL] Add slice function

  • [SPARK-23416][SS] Add a specific stop method for ContinuousExecution.

  • [SPARK-23852][SQL] Upgrade to Parquet 1.8.3

  • [SPARK-24350][SQL] Fixes ClassCastException in the “array_position” function

  • [SPARK-24321][SQL] Extract common code from Divide/Remainder to a base trait

  • [SPARK-24309][CORE] AsyncEventQueue should stop on interrupt.

  • [SPARK-23850][SQL] Add separate config for SQL options redaction.

  • [SPARK-22371][CORE] Return None instead of throwing an exception when an accumulator is garbage collected.

  • [SPARK-24002][SQL] Task not serializable caused by org.apache.parquet.io.api.Binary$ByteBufferBackedBinary.getBytes

  • [SPARK-23921][SQL] Add array_sort function

  • [SPARK-23923][SQL] Add cardinality function

  • [SPARK-24159][SS] Enable no-data micro batches for streaming mapGroupswithState

  • [SPARK-24158][SS] Enable no-data batches for streaming joins

  • [SPARK-24157][SS] Enabled no-data batches in MicroBatchExecution for streaming aggregation and deduplication

  • [SPARK-23799][SQL] FilterEstimation.evaluateInSet produces wrong stats for STRING

  • [SPARK-17916][SQL] Fix empty string being parsed as null when nullValue is set.

  • [SPARK-23916][SQL] Add array_join function

  • [SPARK-23408][SS] Synchronize successive AddData actions in Streaming*JoinSuite

  • [SPARK-23780][R] Failed to use googleVis library with new SparkR

  • [SPARK-23821][SQL] Collection function: flatten

  • [SPARK-23627][SQL] Provide isEmpty in Dataset

  • [SPARK-24027][SQL] Support MapType with StringType for keys as the root type by from_json

  • [SPARK-24035][SQL] SQL syntax for Pivot - fix antlr warning

  • [SPARK-23736][SQL] Extending the concat function to support array columns

  • [SPARK-24246][SQL] Improve AnalysisException by setting the cause when it’s available

  • [SPARK-24263][R] SparkR java check breaks with openjdk

  • [SPARK-24262][PYTHON] Fix typo in UDF type match error message

  • [SPARK-24067][STREAMING][KAFKA] Allow non-consecutive offsets

  • [SPARK-10878][CORE] Fix race condition when multiple clients resolves artifacts at the same time

  • [SPARK-19181][CORE] Fixing flaky “SparkListenerSuite.local metrics”

  • [SPARK-24068]Propagating DataFrameReader’s options to Text datasource on schema inferring

  • [SPARK-24214][SS] Fix toJSON for StreamingRelationV2/StreamingExecutionRelation/ContinuousExecutionRelation

  • [SPARK-23919][SPARK-23924][SPARK-24054][SQL] Add array_position/element_at function

  • [SPARK-23926][SQL] Extending reverse function to support ArrayType arguments

  • [SPARK-23809][SQL] Active SparkSession should be set by getOrCreate

  • [SPARK-23094][SPARK-23723][SPARK-23724][SQL] Support custom encoding for json files

  • [SPARK-24035][SQL] SQL syntax for Pivot

  • [SPARK-24069][R] Add array_min / array_max functions

  • [SPARK-23976][CORE] Detect length overflow in UTF8String.concat()/ByteArray.concat()

  • [SPARK-24188][CORE] Restore “/version” API endpoint.

  • [SPARK-24128][SQL] Mention configuration option in implicit CROSS JOIN error

  • [SPARK-23291][SQL][R] R’s substr should not reduce starting position by 1 when calling Scala API

  • [SPARK-23697][CORE] LegacyAccumulatorWrapper should define isZero correctly

  • [SPARK-24168][SQL] WindowExec should not access SQLConf at executor side

  • [SPARK-24143]filter empty blocks when convert mapstatus to (blockId, size) pair

  • [SPARK-23917][SPARK-23918][SQL] Add array_max/array_min function

  • [SPARK-23905][SQL] Add UDF weekday

  • [SPARK-16406][SQL] Improve performance of LogicalPlan.resolve

  • [SPARK-24013][SQL] Remove unneeded compress in ApproximatePercentile

  • [SPARK-23433][CORE] Late zombie task completions update all tasksets

  • [SPARK-24169][SQL] JsonToStructs should not access SQLConf at executor side

  • [SPARK-24133][SQL] Backport [SPARK-24133]Check for integer overflows when resizing WritableColumnVectors

  • [SPARK-24166][SQL] InMemoryTableScanExec should not access SQLConf at executor side

  • [SPARK-24133][SQL] Check for integer overflows when resizing WritableColumnVectors

  • [SPARK-24085][SQL] Query returns UnsupportedOperationException when scalar subquery is present in partitioning expression

  • [SPARK-24062][THRIFT SERVER] Fix SASL encryption cannot enabled issue in thrift server

  • [SPARK-23004][SS] Ensure StateStore.commit is called only once in a streaming aggregation task

  • [SPARK-23188][SQL] Make vectorized columar reader batch size configurable

  • [SPARK-23375][SPARK-23973][SQL] Eliminate unneeded Sort in Optimizer

  • [SPARK-23877][SQL] Use filter predicates to prune partitions in metadata-only queries

  • [SPARK-24033][SQL] Fix Mismatched of Window Frame specifiedwindowframe(RowFrame, -1, -1)

  • [SPARK-23340][SQL] Upgrade Apache ORC to 1.4.3

  • Fix a missing null check issue that is more likely triggered by streamlined experssion code generation, and exposed by SPARK-23986 because it made the generated source code a bit longer, and it triggered the problematic code path (code splitting by Expression.reduceCodeSize()).

  • [SPARK-23989][SQL] exchange should copy data before non-serialized shuffle

  • [SPARK-24021][CORE] fix bug in BlacklistTracker’s updateBlacklistForFetchFailure

  • [SPARK-24014][PYSPARK] Add onStreamingStarted method to StreamingListener

  • [SPARK-23963][SQL] Properly handle large number of columns in query on text-based Hive table

  • [SPARK-23948] Trigger mapstage’s job listener in submitMissingTasks

  • [SPARK-23986][SQL] freshName can generate non-unique names

  • [SPARK-23835][SQL] Add not-null check to Tuples’ arguments deserialization

System environment

  • Operating System: Ubuntu 16.04.4 LTS

  • Java: 1.8.0_162

  • Scala: 2.11.8

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

  • R: R version 3.4.4 (2018-03-15)

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

    • Tesla driver 375.66

    • CUDA 9.0

    • cuDNN 7.0

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

10.0.1

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

39.2.0

simplejson

3.8.2

simples3

1.0

singledispatch

3.4.0.3

six

1.10.0

statsmodels

0.6.1

tornado

5.0.2

traitlets

4.3.0

urllib3

1.19.1

virtualenv

15.0.1

wcwidth

0.1.7

wheel

0.31.1

wsgiref

0.1.2

Installed R libraries

Library

Version

Library

Version

Library

Version

abind

1.4-5

assertthat

0.2.0

backports

1.1.2

base

3.4.4

BH

1.66.0-1

bindr

0.1.1

bindrcpp

0.2.2

bit

1.1-12

bit64

0.9-7

bitops

1.0-6

blob

1.1.1

boot

1.3-20

brew

1.0-6

broom

0.4.4

car

3.0-0

carData

3.0-1

caret

6.0-79

cellranger

1.1.0

chron

2.3-52

class

7.3-14

cli

1.0.0

cluster

2.0.7-1

codetools

0.2-15

colorspace

1.3-2

commonmark

1.4

compiler

3.4.4

crayon

1.3.4

curl

3.2

CVST

0.2-1

data.table

1.10.4-3

datasets

3.4.4

DBI

0.8

ddalpha

1.3.1.1

DEoptimR

1.0-8

desc

1.1.1

devtools

1.13.5

dichromat

2.0-0

digest

0.6.15

dimRed

0.1.0

doMC

1.3.5

dplyr

0.7.4

DRR

0.0.3

forcats

0.3.0

foreach

1.4.4

foreign

0.8-70

gbm

2.1.3

ggplot2

2.2.1

git2r

0.21.0

glmnet

2.0-16

glue

1.2.0

gower

0.1.2

graphics

3.4.4

grDevices

3.4.4

grid

3.4.4

gsubfn

0.7

gtable

0.2.0

h2o

3.16.0.2

haven

1.1.1

hms

0.4.2

httr

1.3.1

hwriter

1.3.2

hwriterPlus

1.0-3

ipred

0.9-6

iterators

1.0.9

jsonlite

1.5

kernlab

0.9-25

KernSmooth

2.23-15

labeling

0.3

lattice

0.20-35

lava

1.6.1

lazyeval

0.2.1

littler

0.3.3

lme4

1.1-17

lubridate

1.7.3

magrittr

1.5

mapproj

1.2.6

maps

3.3.0

maptools

0.9-2

MASS

7.3-50

Matrix

1.2-14

MatrixModels

0.4-1

memoise

1.1.0

methods

3.4.4

mgcv

1.8-24

mime

0.5

minqa

1.2.4

mnormt

1.5-5

ModelMetrics

1.1.0

munsell

0.4.3

mvtnorm

1.0-7

nlme

3.1-137

nloptr

1.0.4

nnet

7.3-12

numDeriv

2016.8-1

openssl

1.0.1

openxlsx

4.0.17

parallel

3.4.4

pbkrtest

0.4-7

pillar

1.2.1

pkgconfig

2.0.1

pkgKitten

0.1.4

plogr

0.2.0

plyr

1.8.4

praise

1.0.0

prettyunits

1.0.2

pROC

1.11.0

prodlim

1.6.1

proto

1.0.0

psych

1.8.3.3

purrr

0.2.4

quantreg

5.35

R.methodsS3

1.7.1

R.oo

1.21.0

R.utils

2.6.0

R6

2.2.2

randomForest

4.6-14

RColorBrewer

1.1-2

Rcpp

0.12.16

RcppEigen

0.3.3.4.0

RcppRoll

0.2.2

RCurl

1.95-4.10

readr

1.1.1

readxl

1.0.0

recipes

0.1.2

rematch

1.0.1

reshape2

1.4.3

rio

0.5.10

rlang

0.2.0

robustbase

0.92-8

RODBC

1.3-15

roxygen2

6.0.1

rpart

4.1-13

rprojroot

1.3-2

Rserve

1.7-3

RSQLite

2.1.0

rstudioapi

0.7

scales

0.5.0

sfsmisc

1.1-2

sp

1.2-7

SparkR

2.3.1

SparseM

1.77

spatial

7.3-11

splines

3.4.4

sqldf

0.4-11

SQUAREM

2017.10-1

statmod

1.4.30

stats

3.4.4

stats4

3.4.4

stringi

1.1.7

stringr

1.3.0

survival

2.42-3

tcltk

3.4.4

TeachingDemos

2.10

testthat

2.0.0

tibble

1.4.2

tidyr

0.8.0

tidyselect

0.2.4

timeDate

3043.102

tools

3.4.4

utf8

1.1.3

utils

3.4.4

viridisLite

0.3.0

whisker

0.3-2

withr

2.1.2

xml2

1.2.0

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

1.7.3

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

0.4.1-db1-spark2.3

com.databricks

dbml-local_2.11-tests

0.4.1-db1-spark2.3

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

3.0.3

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.jamesmurty.utils

java-xmlbuilder

1.1

com.jcraft

jsch

0.1.50

com.jolbox

bonecp

0.8.0.RELEASE

com.mchange

c3p0

0.9.5.1

com.mchange

mchange-commons-java

0.2.10

com.microsoft.azure

azure-data-lake-store-sdk

2.2.8

com.microsoft.sqlserver

mssql-jdbc

6.2.2.jre8

com.ning

compress-lzf

1.0.3

com.sun.mail

javax.mail

1.5.2

com.thoughtworks.paranamer

paranamer

2.8

com.trueaccord.lenses

lenses_2.11

0.3

com.twitter

chill-java

0.8.4

com.twitter

chill_2.11

0.8.4

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

2.5.9

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

2.2

commons-pool

commons-pool

1.5.4

info.ganglia.gmetric4j

gmetric4j

1.0.7

io.airlift

aircompressor

0.8

io.dropwizard.metrics

metrics-core

3.1.5

io.dropwizard.metrics

metrics-ganglia

3.1.5

io.dropwizard.metrics

metrics-graphite

3.1.5

io.dropwizard.metrics

metrics-healthchecks

3.1.5

io.dropwizard.metrics

metrics-jetty9

3.1.5

io.dropwizard.metrics

metrics-json

3.1.5

io.dropwizard.metrics

metrics-jvm

3.1.5

io.dropwizard.metrics

metrics-log4j

3.1.5

io.dropwizard.metrics

metrics-servlets

3.1.5

io.netty

netty

3.9.9.Final

io.netty

netty-all

4.1.17.Final

io.prometheus

simpleclient

0.0.16

io.prometheus

simpleclient_common

0.0.16

io.prometheus

simpleclient_dropwizard

0.0.16

io.prometheus

simpleclient_servlet

0.0.16

io.prometheus.jmx

collector

0.7

javax.activation

activation

1.1.1

javax.annotation

javax.annotation-api

1.2

javax.el

javax.el-api

2.2.4

javax.jdo

jdo-api

3.0.1

javax.servlet

javax.servlet-api

3.1.0

javax.servlet.jsp

jsp-api

2.1

javax.transaction

jta

1.1

javax.validation

validation-api

1.1.0.Final

javax.ws.rs

javax.ws.rs-api

2.0.1

javax.xml.bind

jaxb-api

2.2.2

javax.xml.stream

stax-api

1.0-2

javolution

javolution

5.5.1

jline

jline

2.11

joda-time

joda-time

2.9.3

log4j

apache-log4j-extras

1.2.17

log4j

log4j

1.2.17

net.hydromatic

eigenbase-properties

1.1.5

net.iharder

base64

2.3.8

net.java.dev.jets3t

jets3t

0.9.4

net.razorvine

pyrolite

4.13

net.sf.jpam

jpam

1.1

net.sf.opencsv

opencsv

2.3

net.sf.supercsv

super-csv

2.2.0

net.snowflake

snowflake-jdbc

3.6.3

net.snowflake

spark-snowflake_2.11

2.3.2

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

0.8.0

org.apache.arrow

arrow-memory

0.8.0

org.apache.arrow

arrow-vector

0.8.0

org.apache.avro

avro

1.7.7

org.apache.avro

avro-ipc

1.7.7

org.apache.avro

avro-ipc-tests

1.7.7

org.apache.avro

avro-mapred-hadoop2

1.7.7

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

1.4.1

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

1.4.3

org.apache.orc

orc-mapreduce-nohive

1.4.3

org.apache.parquet

parquet-column

1.8.3-databricks2

org.apache.parquet

parquet-common

1.8.3-databricks2

org.apache.parquet

parquet-encoding

1.8.3-databricks2

org.apache.parquet

parquet-format

2.3.1

org.apache.parquet

parquet-hadoop

1.8.3-databricks2

org.apache.parquet

parquet-jackson

1.8.3-databricks2

org.apache.thrift

libfb303

0.9.3

org.apache.thrift

libthrift

0.9.3

org.apache.xbean

xbean-asm5-shaded

4.4

org.apache.zookeeper

zookeeper

3.4.6

org.bouncycastle

bcprov-jdk15on

1.58

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

3.0.8

org.codehaus.janino

janino

3.0.8

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

3.2.11

org.json4s

json4s-core_2.11

3.2.11

org.json4s

json4s-jackson_2.11

3.2.11

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

2.1

org.postgresql

postgresql

42.1.4

org.roaringbitmap

RoaringBitmap

0.5.11

org.rocksdb

rocksdbjni

5.2.1

org.rosuda.REngine

REngine

2.1.0

org.scala-lang

scala-compiler_2.11

2.11.8

org.scala-lang

scala-library_2.11

2.11.8

org.scala-lang

scala-reflect_2.11

2.11.8

org.scala-lang

scalap_2.11

2.11.8

org.scala-lang.modules

scala-parser-combinators_2.11

1.0.2

org.scala-lang.modules

scala-xml_2.11

1.0.5

org.scala-sbt

test-interface

1.0

org.scalacheck

scalacheck_2.11

1.12.5

org.scalanlp

breeze-macros_2.11

0.13.2

org.scalanlp

breeze_2.11

0.13.2

org.scalatest

scalatest_2.11

2.2.6

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

1.0

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

1.1.2.6

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