Databricks Runtime 5.4

Databricks released this image in June 2019.

The following release notes provide information about Databricks Runtime 5.4, powered by Apache Spark.

New Features

Delta Lake on Databricks adds Auto Optimize (Public Preview)

Today, when you write data into cloud storage, you need to compact files for optimal I/O performance. You have to worry about the right file size, how often to compact the files, how big a cluster to use, and so on. To address this class of problems, we are excited to introduce Auto Optimize with Delta Lake on Databricks. During every write to Delta Lake tables, we automatically figure out the right file sizes and compact files so that you don’t have to worry about optimizing the storage layout. During writes, if the auto-optimize option is true, Databricks automatically determines if an optimize is required and optimizes the small files. For details, see Auto Optimize.

Library Utilities generally available

Library Utilities are now generally available. This feature allows you to manipulate Python libraries from within the scope of a notebook session. See Library utilities.

Databricks Connect generally available

Databricks Connect is now generally available. This feature is a Spark client library that lets you connect your favorite IDE (IntelliJ, Eclipse, PyCharm, RStudio), notebook server (Zeppelin, Jupyter), and other custom applications to Databricks clusters and run Spark code. See Databricks Connect.

Binary file data source

The binary file data source reads binary files and converts each file into a single record that contains the raw content and metadata of the file. You can now efficiently read arbitrary files into a Spark DataFrame without visiting the content of the files. This is especially helpful if you want to use Spark to load large files, such as images, for scoring. See Binary Files.

Optimized DBFS FUSE folder for deep learning workloads

Databricks now offers an optimized FUSE mount. You can have high-performance data access during training and inference without applying init scripts. Data stored under dbfs:/ml and accessible locally at file:/dbfs/ml is now backed by this optimized FUSE mount. See Prepare Storage for Data Loading and Model Checkpointing.

Glue metastore (Public Preview)

Glue Catalog support is now in Public Preview. This feature lets you configure Databricks Runtime to use the AWS Glue Data Catalog as its metastore, which can serve as a drop-in replacement for an external Hive metastore. It also enables multiple Databricks workspaces to share the same metastore. For more information and limitations, see Using AWS Glue Data Catalog as the Metastore for Databricks Runtime.

Improvements

Delta cache
The Delta cache is now preconfigured for c5d instances. However, the cache is not enabled by default. See Enable the Delta cache for information about how to enable it.
Upgraded R to 3.6.0
R base is upgraded from 3.5.2 to 3.6.0.

Apache Spark

Databricks Runtime 5.4 includes Apache Spark 2.4.3. This release includes all Spark fixes and improvements included in Databricks Runtime 5.3, as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-27596][SQL] The JDBC ‘query’ option doesn’t work for Oracle database
  • [SPARK-27240][PYTHON] Use pandas DataFrame for struct type argument in Scalar Pandas UDF.
  • [SPARK-26745][SQL][TESTS] JsonSuite test case: empty line -> 0 record count
  • [SPARK-25535][CORE] Work around bad error handling in commons-crypto.
  • [SPARK-26891][YARN] Fixing flaky test in YarnSchedulerBackendSuite
  • [SPARK-27563][SQL][TEST] automatically get the latest Spark versions in HiveExternalCatalogVersionsSuite
  • [SPARK-27494][SS] Null values don’t work in Kafka source v2
  • [SPARK-27550][TEST] Fix test-dependencies.sh not to use kafka-0-8 profile for Scala-2.12
  • [SPARK-26992][STS] Fix STS scheduler pool correct delivery
  • [SPARK-27544][PYTHON][TEST] Fix Python test script to work on Scala-2.12 build
  • [SPARK-27539][SQL] Fix inaccurate aggregate outputRows estimation with column containing null values
  • [SPARK-27469][BUILD] Unify commons-beanutils deps to latest 1.9.3
  • [SPARK-27419][FOLLOWUP][DOCS] Add note about spark.executor.heartbeatInterval change to migration guide
  • [SPARK-27496][CORE] Fatal errors should also be sent back to the sender
  • [SPARK-25079][PYTHON] update python3 executable to 3.6.x
  • [SPARK-27163][PYTHON] Cleanup and consolidate Pandas UDF functionality
  • [SPARK-27403][SQL] Fix updateTableStats to update table stats always with new stats or None
  • [SPARK-27479][BUILD] Hide API docs for org.apache.spark.util.kvstore
  • [SPARK-27446][R] Use existing spark conf if available.
  • [SPARK-27453] Pass partitionBy as options in DataFrameWriter
  • [SPARK-27454][SPARK-27454][HOT-FIX][ML][SQL] Cherrypick (Fix in Spark image datasource fail when encounter some illegal images)
  • [SPARK-27351][SQL] Wrong outputRows estimation after AggregateEstimation with only null value column
  • [SPARK-27314][SQL] Deduplicate exprIds for Union.
  • [SPARK-27394][WEBUI] Flush LiveEntity if necessary when receiving SparkListenerExecutorMetricsUpdate (backport 2.4)
  • [SPARK-27406][SQL] UnsafeArrayData serialization breaks when two machines have different Oops size
  • [SPARK-27419][CORE] Avoid casting heartbeat interval to seconds (2.4)
  • [SPARK-27391][SS] Don’t initialize a lazy val in ContinuousExecution job.
  • [SPARK-27390][CORE][SQL][TEST] Fix package name mismatch
  • [SPARK-27358][UI] Update jquery to 1.12.x to pick up security fixes
  • [SPARK-27216][CORE] Upgrade RoaringBitmap to 0.7.45 to fix Kryo unsafe ser/dser issue
  • [SPARK-27382][SQL][TEST] Update Spark 2.4.x testing in HiveExternalCatalogVersionsSuite
  • [SPARK-27338][CORE] Fix deadlock between UnsafeExternalSorter and TaskMemoryManager
  • [SPARK-27338][CORE][FOLLOWUP] remove trailing space
  • [SPARK-27338][CORE] Fix deadlock in UnsafeExternalSorter.SpillableIterator when locking both UnsafeExternalSorter.SpillableIterator and TaskMemoryManager
  • [SPARK-27346][SQL] Loosen the newline assert condition on ‘examples’ field in ExpressionInfo
  • [SPARK-26998][CORE] Remove SSL configuration from executors
  • [SPARK-27244][CORE][TEST][FOLLOWUP] toDebugString redacts sensitive information
  • [SPARK-27267][FOLLOWUP] Update hadoop-2.6 dependency manifest
  • [SPARK-27267][CORE] Update snappy to avoid error when decompressing empty serialized data
  • [SPARK-27301][DSTREAM] Shorten the FileSystem cached life cycle to the cleanup method inner scope
  • [SPARK-27244][CORE] Redact Passwords While Using Option logConf=true
  • [SPARK-26208][SQL] add headers to empty csv files when header=true
  • [SPARK-27275][CORE] Fix potential corruption in EncryptedMessage.transferTo (2.4)
  • [SPARK-23836][PYTHON] Add support for StructType return in Scalar Pandas UDF
  • [SPARK-26961][CORE] Enable parallel classloading capability
  • [SPARK-27274][DOCS] Fix references to scala 2.11 in 2.4.1+ docs; Note 2.11 support is deprecated in 2.4.1+
  • [SPARK-27198][CORE] Heartbeat interval mismatch in driver and executor
  • [SPARK-27094][YARN] Work around RackResolver swallowing thread interrupt.
  • [SPARK-24935][SQL] fix Hive UDAF with two aggregation buffers
  • [SPARK-27160][SQL] Fix DecimalType when building orc filters
  • [SPARK-26606][CORE] Handle driver options properly when submitting to standalone cluster mode via legacy Client
  • [SPARK-27221][SQL] Improve the assert error message in TreeNode.parseToJson (5.x)
  • [SPARK-27102][R][PYTHON][CORE] Remove the references to Python’s Scala codes in R’s Scala codes
  • [SPARK-27159][SQL] update mssql server dialect to support binary type
  • [SPARK-27112][CORE] : Create a resource ordering between threads to resolve the deadlocks encountered when trying to kill executors either due to dynamic allocation or blacklisting
  • [SPARK-27178][K8S] adding nss package to fix tests
  • [SPARK-27045][SQL] SQL tab in UI shows actual SQL instead of callsite in case of SparkSQLDriver
  • [SPARK-27119][SQL] Do not infer schema when reading Hive serde table with native data source
  • [SPARK-27165][SPARK-27107][BUILD][SQL] Upgrade Apache ORC to 1.5.5
  • [SPARK-26742][K8S] Update k8s client version to 4.1.2
  • [SPARK-26927][CORE] Ensure executor is active when processing events in dynamic allocation manager.
  • [SPARK-27097][CHERRY-PICK 2.4] Avoid embedding platform-dependent offsets literally in whole-stage generated code
  • [SPARK-27111][SS] Fix a race that a continuous query may fail with InterruptedException (5.x)
  • [SPARK-27111][SS] Fix a race that a continuous query may fail with InterruptedException
  • [SPARK-27080][SQL] bug fix: mergeWithMetastoreSchema with uniform lower case comparison
  • [SPARK-26604][CORE] Clean up channel registration for StreamManager
  • [SPARK-27016][SQL][BUILD] Treat all antlr warnings as errors while generating parser from the sql grammar file
  • [SPARK-25863][SPARK-21871][SQL] Check if code size statistics is empty or not in updateAndGetCompilationStats
  • [SPARK-27078][SQL] Fix NoSuchFieldError when read Hive materialized views
  • [SPARK-27019][SQL][WEBUI] onJobStart happens after onExecutionEnd shouldn’t overwrite kvstore
  • [SPARK-27065][CORE] avoid more than one active task set managers for a stage
  • [SPARK-24669][SQL] Invalidate tables in case of DROP DATABASE CASCADE
  • [SPARK-26932][DOC] Add a warning for Hive 2.1.1 ORC reader issue
  • [SPARK-25139][SPARK-18406][CORE] Avoid NonFatals to kill the Executor in PythonRunner

Maintenance updates

  • Jul 30, 2019

    • [SPARK-28015][SQL] Check stringToDate() consumes entire input for the yyyy and yyyy-[m]m formats
    • [SPARK-28308][CORE] CalendarInterval sub-second part should be padded before parsing
    • [SPARK-27485]EnsureRequirements.reorder should handle duplicate expressions gracefully
  • Jul 2, 2019

    • Upgraded snappy-java from 1.1.7.1 to 1.1.7.3.
  • Jun 18, 2019

    • Improved handling of MLflow active runs in MLlib integration
    • Improved Databricks Advisor message related to using Delta cache
    • Fixed a bug affecting using higher order functions
    • Fixed a bug affecting Delta metadata queries

System environment

  • Operating System: Ubuntu 16.04.6 LTS
  • Java: 1.8.0_191
  • Scala: 2.11.12
  • Python: 2.7.12 for Python 2 clusters and 3.5.2 for Python 3 clusters. For details, see Python Clusters.
  • R: R version 3.6.0 (2019-04-26)
  • GPU clusters: The following NVIDIA GPU libraries are installed:
    • Tesla driver 375.66
    • CUDA 9.0
    • cuDNN 7.0

Note

Although Scala 2.12 is supported in Apache Spark 2.4, it is not supported in Databricks Runtime 5.4.

Installed Python libraries

Library Version Library Version Library Version
ansi2html 1.1.1 argparse 1.2.1 backports-abc 0.5
boto 2.42.0 boto3 1.4.1 botocore 1.4.70
brewer2mpl 1.4.1 certifi 2016.2.28 cffi 1.7.0
chardet 2.3.0 colorama 0.3.7 configobj 5.0.6
cryptography 1.5 cycler 0.10.0 Cython 0.24.1
decorator 4.0.10 docutils 0.14 enum34 1.1.6
et-xmlfile 1.0.1 freetype-py 1.0.2 funcsigs 1.0.2
fusepy 2.0.4 futures 3.2.0 ggplot 0.6.8
html5lib 0.999 idna 2.1 ipaddress 1.0.16
ipython 2.2.0 ipython-genutils 0.1.0 jdcal 1.2
Jinja2 2.8 jmespath 0.9.0 llvmlite 0.13.0
lxml 3.6.4 MarkupSafe 0.23 matplotlib 1.5.3
mpld3 0.2 msgpack-python 0.4.7 ndg-httpsclient 0.3.3
numba 0.28.1 numpy 1.11.1 openpyxl 2.3.2
pandas 0.19.2 pathlib2 2.1.0 patsy 0.4.1
pexpect 4.0.1 pickleshare 0.7.4 Pillow 3.3.1
pip 19.1.1 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 41.0.1 simplejson 3.8.2 simples3 1.0
singledispatch 3.4.0.3 six 1.10.0 statsmodels 0.6.1
tornado 5.1.1 traitlets 4.3.0 urllib3 1.19.1
virtualenv 16.1.0 wcwidth 0.1.7 wheel 0.33.3
wsgiref 0.1.2        

Installed R libraries

Library Version Library Version Library Version
abind 1.4-5 askpass 1.1 assertthat 0.2.1
backports 1.1.3 base 3.6.0 base64enc 0.1-3
BH 1.69.0-1 bit 1.1-14 bit64 0.9-7
bitops 1.0-6 blob 1.1.1 boot 1.3-20
brew 1.0-6 callr 3.2.0 car 3.0-2
carData 3.0-2 caret 6.0-82 cellranger 1.1.0
chron 2.3-53 class 7.3-15 cli 1.1.0
clipr 0.5.0 clisymbols 1.2.0 cluster 2.0.8
codetools 0.2-16 colorspace 1.4-1 commonmark 1.7
compiler 3.6.0 config 0.3 crayon 1.3.4
curl 3.3 data.table 1.12.0 datasets 3.6.0
DBI 1.0.0 dbplyr 1.3.0 desc 1.2.0
devtools 2.0.1 digest 0.6.18 doMC 1.3.5
dplyr 0.8.0.1 ellipsis 0.1.0 fansi 0.4.0
forcats 0.4.0 foreach 1.4.4 foreign 0.8-71
forge 0.2.0 fs 1.2.7 gbm 2.1.5
generics 0.0.2 ggplot2 3.1.0 gh 1.0.1
git2r 0.25.2 glmnet 2.0-16 glue 1.3.1
gower 0.2.0 graphics 3.6.0 grDevices 3.6.0
grid 3.6.0 gridExtra 2.3 gsubfn 0.7
gtable 0.3.0 h2o 3.22.1.1 haven 2.1.0
hms 0.4.2 htmltools 0.3.6 htmlwidgets 1.3
httr 1.4.0 hwriter 1.3.2 hwriterPlus 1.0-3
ini 0.3.1 ipred 0.9-8 iterators 1.0.10
jsonlite 1.6 KernSmooth 2.23-15 labeling 0.3
lattice 0.20-38 lava 1.6.5 lazyeval 0.2.2
littler 0.3.7 lme4 1.1-21 lubridate 1.7.4
magrittr 1.5 mapproj 1.2.6 maps 3.3.0
maptools 0.9-5 MASS 7.3-51.1 Matrix 1.2-17
MatrixModels 0.4-1 memoise 1.1.0 methods 3.6.0
mgcv 1.8-28 mime 0.6 minqa 1.2.4
ModelMetrics 1.2.2 munsell 0.5.0 mvtnorm 1.0-10
nlme 3.1-139 nloptr 1.2.1 nnet 7.3-12
numDeriv 2016.8-1 openssl 1.3 openxlsx 4.1.0
parallel 3.6.0 pbkrtest 0.4-7 pillar 1.3.1
pkgbuild 1.0.3 pkgconfig 2.0.2 pkgKitten 0.1.4
pkgload 1.0.2 plogr 0.2.0 plyr 1.8.4
praise 1.0.0 prettyunits 1.0.2 pROC 1.14.0
processx 3.3.0 prodlim 2018.04.18 progress 1.2.0
proto 1.0.0 ps 1.3.0 purrr 0.3.2
quantreg 5.38 R.methodsS3 1.7.1 R.oo 1.22.0
R.utils 2.8.0 r2d3 0.2.3 R6 2.4.0
randomForest 4.6-14 rappdirs 0.3.1 rcmdcheck 1.3.2
RColorBrewer 1.1-2 Rcpp 1.0.1 RcppEigen 0.3.3.5.0
RcppRoll 0.3.0 RCurl 1.95-4.12 readr 1.3.1
readxl 1.3.1 recipes 0.1.5 rematch 1.0.1
remotes 2.0.2 reshape2 1.4.3 rio 0.5.16
rlang 0.3.3 RODBC 1.3-15 roxygen2 6.1.1
rpart 4.1-15 rprojroot 1.3-2 Rserve 1.8-6
RSQLite 2.1.1 rstudioapi 0.10 scales 1.0.0
sessioninfo 1.1.1 sp 1.3-1 sparklyr 1.0.0
SparkR 2.4.3 SparseM 1.77 spatial 7.3-11
splines 3.6.0 sqldf 0.4-11 SQUAREM 2017.10-1
statmod 1.4.30 stats 3.6.0 stats4 3.6.0
stringi 1.4.3 stringr 1.4.0 survival 2.43-3
sys 3.1 tcltk 3.6.0 TeachingDemos 2.10
testthat 2.0.1 tibble 2.1.1 tidyr 0.8.3
tidyselect 0.2.5 timeDate 3043.102 tools 3.6.0
usethis 1.4.0 utf8 1.1.4 utils 3.6.0
viridisLite 0.3.0 whisker 0.3-2 withr 2.1.2
xml2 1.2.0 xopen 1.0.0 yaml 2.2.0
zip 2.0.1        

Installed Java and Scala libraries (Scala 2.11 cluster version)

Group ID Artifact ID Version
antlr antlr 2.7.7
com.amazonaws amazon-kinesis-client 1.8.10
com.amazonaws aws-java-sdk-autoscaling 1.11.313
com.amazonaws aws-java-sdk-cloudformation 1.11.313
com.amazonaws aws-java-sdk-cloudfront 1.11.313
com.amazonaws aws-java-sdk-cloudhsm 1.11.313
com.amazonaws aws-java-sdk-cloudsearch 1.11.313
com.amazonaws aws-java-sdk-cloudtrail 1.11.313
com.amazonaws aws-java-sdk-cloudwatch 1.11.313
com.amazonaws aws-java-sdk-cloudwatchmetrics 1.11.313
com.amazonaws aws-java-sdk-codedeploy 1.11.313
com.amazonaws aws-java-sdk-cognitoidentity 1.11.313
com.amazonaws aws-java-sdk-cognitosync 1.11.313
com.amazonaws aws-java-sdk-config 1.11.313
com.amazonaws aws-java-sdk-core 1.11.313
com.amazonaws aws-java-sdk-datapipeline 1.11.313
com.amazonaws aws-java-sdk-directconnect 1.11.313
com.amazonaws aws-java-sdk-directory 1.11.313
com.amazonaws aws-java-sdk-dynamodb 1.11.313
com.amazonaws aws-java-sdk-ec2 1.11.313
com.amazonaws aws-java-sdk-ecs 1.11.313
com.amazonaws aws-java-sdk-efs 1.11.313
com.amazonaws aws-java-sdk-elasticache 1.11.313
com.amazonaws aws-java-sdk-elasticbeanstalk 1.11.313
com.amazonaws aws-java-sdk-elasticloadbalancing 1.11.313
com.amazonaws aws-java-sdk-elastictranscoder 1.11.313
com.amazonaws aws-java-sdk-emr 1.11.313
com.amazonaws aws-java-sdk-glacier 1.11.313
com.amazonaws aws-java-sdk-glue 1.11.313
com.amazonaws aws-java-sdk-iam 1.11.313
com.amazonaws aws-java-sdk-importexport 1.11.313
com.amazonaws aws-java-sdk-kinesis 1.11.313
com.amazonaws aws-java-sdk-kms 1.11.313
com.amazonaws aws-java-sdk-lambda 1.11.313
com.amazonaws aws-java-sdk-logs 1.11.313
com.amazonaws aws-java-sdk-machinelearning 1.11.313
com.amazonaws aws-java-sdk-opsworks 1.11.313
com.amazonaws aws-java-sdk-rds 1.11.313
com.amazonaws aws-java-sdk-redshift 1.11.313
com.amazonaws aws-java-sdk-route53 1.11.313
com.amazonaws aws-java-sdk-s3 1.11.313
com.amazonaws aws-java-sdk-ses 1.11.313
com.amazonaws aws-java-sdk-simpledb 1.11.313
com.amazonaws aws-java-sdk-simpleworkflow 1.11.313
com.amazonaws aws-java-sdk-sns 1.11.313
com.amazonaws aws-java-sdk-sqs 1.11.313
com.amazonaws aws-java-sdk-ssm 1.11.313
com.amazonaws aws-java-sdk-storagegateway 1.11.313
com.amazonaws aws-java-sdk-sts 1.11.313
com.amazonaws aws-java-sdk-support 1.11.313
com.amazonaws aws-java-sdk-swf-libraries 1.11.22
com.amazonaws aws-java-sdk-workspaces 1.11.313
com.amazonaws jmespath-java 1.11.313
com.carrotsearch hppc 0.7.2
com.chuusai shapeless_2.11 2.3.2
com.clearspring.analytics stream 2.7.0
com.databricks Rserve 1.8-3
com.databricks dbml-local_2.11 0.5.0-db8-spark2.4
com.databricks dbml-local_2.11-tests 0.5.0-db8-spark2.4
com.databricks jets3t 0.7.1-0
com.databricks.scalapb compilerplugin_2.11 0.4.15-9
com.databricks.scalapb scalapb-runtime_2.11 0.4.15-9
com.esotericsoftware kryo-shaded 4.0.2
com.esotericsoftware minlog 1.3.0
com.fasterxml classmate 1.0.0
com.fasterxml.jackson.core jackson-annotations 2.6.7
com.fasterxml.jackson.core jackson-core 2.6.7
com.fasterxml.jackson.core jackson-databind 2.6.7.1
com.fasterxml.jackson.dataformat jackson-dataformat-cbor 2.6.7
com.fasterxml.jackson.datatype jackson-datatype-joda 2.6.7
com.fasterxml.jackson.module jackson-module-paranamer 2.6.7
com.fasterxml.jackson.module jackson-module-scala_2.11 2.6.7.1
com.github.fommil jniloader 1.1
com.github.fommil.netlib core 1.1.2
com.github.fommil.netlib native_ref-java 1.1
com.github.fommil.netlib native_ref-java-natives 1.1
com.github.fommil.netlib native_system-java 1.1
com.github.fommil.netlib native_system-java-natives 1.1
com.github.fommil.netlib netlib-native_ref-linux-x86_64-natives 1.1
com.github.fommil.netlib netlib-native_system-linux-x86_64-natives 1.1
com.github.luben zstd-jni 1.3.2-2
com.github.rwl jtransforms 2.4.0
com.google.code.findbugs jsr305 2.0.1
com.google.code.gson gson 2.2.4
com.google.guava guava 15.0
com.google.protobuf protobuf-java 2.6.1
com.googlecode.javaewah JavaEWAH 0.3.2
com.h2database h2 1.3.174
com.jcraft jsch 0.1.50
com.jolbox bonecp 0.8.0.RELEASE
com.microsoft.azure azure-data-lake-store-sdk 2.2.8
com.microsoft.azure azure-storage 5.2.0
com.microsoft.sqlserver mssql-jdbc 6.2.2.jre8
com.ning compress-lzf 1.0.3
com.sun.mail javax.mail 1.5.2
com.thoughtworks.paranamer paranamer 2.8
com.trueaccord.lenses lenses_2.11 0.3
com.twitter chill-java 0.9.3
com.twitter chill_2.11 0.9.3
com.twitter parquet-hadoop-bundle 1.6.0
com.twitter util-app_2.11 6.23.0
com.twitter util-core_2.11 6.23.0
com.twitter util-jvm_2.11 6.23.0
com.typesafe config 1.2.1
com.typesafe.scala-logging scala-logging-api_2.11 2.1.2
com.typesafe.scala-logging scala-logging-slf4j_2.11 2.1.2
com.univocity univocity-parsers 2.7.3
com.vlkan flatbuffers 1.2.0-3f79e055
com.zaxxer HikariCP 3.1.0
commons-beanutils commons-beanutils 1.7.0
commons-beanutils commons-beanutils-core 1.8.0
commons-cli commons-cli 1.2
commons-codec commons-codec 1.10
commons-collections commons-collections 3.2.2
commons-configuration commons-configuration 1.6
commons-dbcp commons-dbcp 1.4
commons-digester commons-digester 1.8
commons-httpclient commons-httpclient 3.1
commons-io commons-io 2.4
commons-lang commons-lang 2.6
commons-logging commons-logging 1.1.3
commons-net commons-net 3.1
commons-pool commons-pool 1.5.4
info.ganglia.gmetric4j gmetric4j 1.0.7
io.airlift aircompressor 0.10
io.dropwizard.metrics metrics-core 3.1.5
io.dropwizard.metrics metrics-ganglia 3.1.5
io.dropwizard.metrics metrics-graphite 3.1.5
io.dropwizard.metrics metrics-healthchecks 3.1.5
io.dropwizard.metrics metrics-jetty9 3.1.5
io.dropwizard.metrics metrics-json 3.1.5
io.dropwizard.metrics metrics-jvm 3.1.5
io.dropwizard.metrics metrics-log4j 3.1.5
io.dropwizard.metrics metrics-servlets 3.1.5
io.netty netty 3.9.9.Final
io.netty netty-all 4.1.17.Final
io.prometheus simpleclient 0.0.16
io.prometheus simpleclient_common 0.0.16
io.prometheus simpleclient_dropwizard 0.0.16
io.prometheus simpleclient_servlet 0.0.16
io.prometheus.jmx collector 0.7
javax.activation activation 1.1.1
javax.annotation javax.annotation-api 1.2
javax.el javax.el-api 2.2.4
javax.jdo jdo-api 3.0.1
javax.servlet javax.servlet-api 3.1.0
javax.servlet.jsp jsp-api 2.1
javax.transaction jta 1.1
javax.validation validation-api 1.1.0.Final
javax.ws.rs javax.ws.rs-api 2.0.1
javax.xml.bind jaxb-api 2.2.2
javax.xml.stream stax-api 1.0-2
javolution javolution 5.5.1
jline jline 2.14.6
joda-time joda-time 2.9.3
log4j apache-log4j-extras 1.2.17
log4j log4j 1.2.17
maven-trees hive-exec-with-glue hive-12679-patch_deploy
maven-trees hive-exec-with-glue hive-exec_shaded
net.hydromatic eigenbase-properties 1.1.5
net.razorvine pyrolite 4.13
net.sf.jpam jpam 1.1
net.sf.opencsv opencsv 2.3
net.sf.supercsv super-csv 2.2.0
net.snowflake snowflake-ingest-sdk 0.9.5
net.snowflake snowflake-jdbc 3.6.15
net.snowflake spark-snowflake_2.11 2.4.10-spark_2.4
net.sourceforge.f2j arpack_combined_all 0.1
org.acplt oncrpc 1.0.7
org.antlr ST4 4.0.4
org.antlr antlr-runtime 3.4
org.antlr antlr4-runtime 4.7
org.antlr stringtemplate 3.2.1
org.apache.ant ant 1.9.2
org.apache.ant ant-jsch 1.9.2
org.apache.ant ant-launcher 1.9.2
org.apache.arrow arrow-format 0.10.0
org.apache.arrow arrow-memory 0.10.0
org.apache.arrow arrow-vector 0.10.0
org.apache.avro avro 1.8.2
org.apache.avro avro-ipc 1.8.2
org.apache.avro avro-mapred-hadoop2 1.8.2
org.apache.calcite calcite-avatica 1.2.0-incubating
org.apache.calcite calcite-core 1.2.0-incubating
org.apache.calcite calcite-linq4j 1.2.0-incubating
org.apache.commons commons-compress 1.8.1
org.apache.commons commons-crypto 1.0.0
org.apache.commons commons-lang3 3.5
org.apache.commons commons-math3 3.4.1
org.apache.curator curator-client 2.7.1
org.apache.curator curator-framework 2.7.1
org.apache.curator curator-recipes 2.7.1
org.apache.derby derby 10.12.1.1
org.apache.directory.api api-asn1-api 1.0.0-M20
org.apache.directory.api api-util 1.0.0-M20
org.apache.directory.server apacheds-i18n 2.0.0-M15
org.apache.directory.server apacheds-kerberos-codec 2.0.0-M15
org.apache.hadoop hadoop-annotations 2.7.3
org.apache.hadoop hadoop-auth 2.7.3
org.apache.hadoop hadoop-client 2.7.3
org.apache.hadoop hadoop-common 2.7.3
org.apache.hadoop hadoop-hdfs 2.7.3
org.apache.hadoop hadoop-mapreduce-client-app 2.7.3
org.apache.hadoop hadoop-mapreduce-client-common 2.7.3
org.apache.hadoop hadoop-mapreduce-client-core 2.7.3
org.apache.hadoop hadoop-mapreduce-client-jobclient 2.7.3
org.apache.hadoop hadoop-mapreduce-client-shuffle 2.7.3
org.apache.hadoop hadoop-yarn-api 2.7.3
org.apache.hadoop hadoop-yarn-client 2.7.3
org.apache.hadoop hadoop-yarn-common 2.7.3
org.apache.hadoop hadoop-yarn-server-common 2.7.3
org.apache.htrace htrace-core 3.1.0-incubating
org.apache.httpcomponents httpclient 4.5.4
org.apache.httpcomponents httpcore 4.4.8
org.apache.ivy ivy 2.4.0
org.apache.orc orc-core-nohive 1.5.2
org.apache.orc orc-mapreduce-nohive 1.5.2
org.apache.orc orc-shims 1.5.2
org.apache.parquet parquet-column 1.10.1.1-databricks3
org.apache.parquet parquet-common 1.10.1.1-databricks3
org.apache.parquet parquet-encoding 1.10.1.1-databricks3
org.apache.parquet parquet-format 2.4.0
org.apache.parquet parquet-hadoop 1.10.1.1-databricks3
org.apache.parquet parquet-jackson 1.10.1.1-databricks3
org.apache.thrift libfb303 0.9.3
org.apache.thrift libthrift 0.9.3
org.apache.xbean xbean-asm6-shaded 4.8
org.apache.zookeeper zookeeper 3.4.6
org.codehaus.jackson jackson-core-asl 1.9.13
org.codehaus.jackson jackson-jaxrs 1.9.13
org.codehaus.jackson jackson-mapper-asl 1.9.13
org.codehaus.jackson jackson-xc 1.9.13
org.codehaus.janino commons-compiler 3.0.10
org.codehaus.janino janino 3.0.10
org.datanucleus datanucleus-api-jdo 3.2.6
org.datanucleus datanucleus-core 3.2.10
org.datanucleus datanucleus-rdbms 3.2.9
org.eclipse.jetty jetty-client 9.3.20.v20170531
org.eclipse.jetty jetty-continuation 9.3.20.v20170531
org.eclipse.jetty jetty-http 9.3.20.v20170531
org.eclipse.jetty jetty-io 9.3.20.v20170531
org.eclipse.jetty jetty-jndi 9.3.20.v20170531
org.eclipse.jetty jetty-plus 9.3.20.v20170531
org.eclipse.jetty jetty-proxy 9.3.20.v20170531
org.eclipse.jetty jetty-security 9.3.20.v20170531
org.eclipse.jetty jetty-server 9.3.20.v20170531
org.eclipse.jetty jetty-servlet 9.3.20.v20170531
org.eclipse.jetty jetty-servlets 9.3.20.v20170531
org.eclipse.jetty jetty-util 9.3.20.v20170531
org.eclipse.jetty jetty-webapp 9.3.20.v20170531
org.eclipse.jetty jetty-xml 9.3.20.v20170531
org.fusesource.leveldbjni leveldbjni-all 1.8
org.glassfish.hk2 hk2-api 2.4.0-b34
org.glassfish.hk2 hk2-locator 2.4.0-b34
org.glassfish.hk2 hk2-utils 2.4.0-b34
org.glassfish.hk2 osgi-resource-locator 1.0.1
org.glassfish.hk2.external aopalliance-repackaged 2.4.0-b34
org.glassfish.hk2.external javax.inject 2.4.0-b34
org.glassfish.jersey.bundles.repackaged jersey-guava 2.22.2
org.glassfish.jersey.containers jersey-container-servlet 2.22.2
org.glassfish.jersey.containers jersey-container-servlet-core 2.22.2
org.glassfish.jersey.core jersey-client 2.22.2
org.glassfish.jersey.core jersey-common 2.22.2
org.glassfish.jersey.core jersey-server 2.22.2
org.glassfish.jersey.media jersey-media-jaxb 2.22.2
org.hibernate hibernate-validator 5.1.1.Final
org.iq80.snappy snappy 0.2
org.javassist javassist 3.18.1-GA
org.jboss.logging jboss-logging 3.1.3.GA
org.jdbi jdbi 2.63.1
org.joda joda-convert 1.7
org.jodd jodd-core 3.5.2
org.json4s json4s-ast_2.11 3.5.3
org.json4s json4s-core_2.11 3.5.3
org.json4s json4s-jackson_2.11 3.5.3
org.json4s json4s-scalap_2.11 3.5.3
org.lz4 lz4-java 1.4.0
org.mariadb.jdbc mariadb-java-client 2.1.2
org.mockito mockito-all 1.9.5
org.objenesis objenesis 2.5.1
org.postgresql postgresql 42.1.4
org.roaringbitmap RoaringBitmap 0.7.45
org.roaringbitmap shims 0.7.45
org.rocksdb rocksdbjni 5.2.1
org.rosuda.REngine REngine 2.1.0
org.scala-lang scala-compiler_2.11 2.11.12
org.scala-lang scala-library_2.11 2.11.12
org.scala-lang scala-reflect_2.11 2.11.12
org.scala-lang.modules scala-parser-combinators_2.11 1.1.0
org.scala-lang.modules scala-xml_2.11 1.0.5
org.scala-sbt test-interface 1.0
org.scalacheck scalacheck_2.11 1.12.5
org.scalactic scalactic_2.11 3.0.3
org.scalanlp breeze-macros_2.11 0.13.2
org.scalanlp breeze_2.11 0.13.2
org.scalatest scalatest_2.11 3.0.3
org.slf4j jcl-over-slf4j 1.7.16
org.slf4j jul-to-slf4j 1.7.16
org.slf4j slf4j-api 1.7.16
org.slf4j slf4j-log4j12 1.7.16
org.spark-project.hive hive-beeline 1.2.1.spark2
org.spark-project.hive hive-cli 1.2.1.spark2
org.spark-project.hive hive-jdbc 1.2.1.spark2
org.spark-project.hive hive-metastore 1.2.1.spark2
org.spark-project.spark unused 1.0.0
org.spire-math spire-macros_2.11 0.13.0
org.spire-math spire_2.11 0.13.0
org.springframework spring-core 4.1.4.RELEASE
org.springframework spring-test 4.1.4.RELEASE
org.tukaani xz 1.5
org.typelevel machinist_2.11 0.6.1
org.typelevel macro-compat_2.11 1.1.1
org.xerial sqlite-jdbc 3.8.11.2
org.xerial.snappy snappy-java 1.1.7.3
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