Databricks Runtime 7.6 (unsupported)

  • Article

Databricks released this image in February 2021.

The following release notes provide information about Databricks Runtime 7.6, powered by Apache Spark 3.0.

For help with migration from Databricks Runtime 6.x, see Databricks Runtime 7.x migration guide (unsupported).

New features

Better JSON schema evolution handling in Auto Loader

When loading JSON data, the default behavior is that fields that are not part of the original schema are silently dropped. Now with Auto Loader, you can set the JSON option unparsedDataColumn to specify the name of a column, which will be used to store all the new fields as a JSON string. For example, by setting

.option("unparsedDataColumn", "_unparsed_data")

the result will have a column _unparsed_data, where new fields are stored as a JSON string. These new fields can be parsed later for further processing. If there are no new fields, the column value is null.

Support for reading overwritten files in Auto Loader

You can now configure streams to allow input directory file changes to overwrite existing data. Set .option("cloudFiles.allowOverwrites", "true"). For details, see What is Auto Loader?.

Improvements

Better multi-dimensional clustering and data skipping performance with OPTIMIZE ZORDER

The OPTIMIZE ZORDER operation now uses Hilbert space-filling curves by default. This approach provides better clustering characteristics than Z-order in higher dimensions. For Delta tables using OPTIMIZE ZORDER with many columns, Hilbert curves can speed up read queries by skipping more data than Z-order. For details, see Data skipping for Delta Lake.

Performance improvements for some MERGE operations with only MATCHED clauses

You may get better performance in MERGE operations that have only MATCHED clauses with clause conditions.

Auto-tuning file sizes for MERGE-heavy Delta tables (Public Preview)

Delta tables that undergo repeated MERGE operations (for example, continuous upserts of row-level change data) repeatedly rewrite files to update data. Such tables can benefit from having smaller files than those produced by default by data layout operations like OPTIMIZE, Optimized Write, and Auto Compaction. With Databricks Runtime 7.6, you can automatically detect MERGE-heavy tables and tune file sizes. Contact Databricks support or your Azure Databricks account team for more information on how to enable this feature.

Library upgrades

  • Upgraded Python libraries:
    • certifi upgraded from 2020.6.20 to 2020.12.5.
    • koalas upgraded from 1.4.0 to 1.5.0.
    • python-apt upgraded from 1.6.5+ubuntu0.3 to 1.6.5+ubuntu0.4
  • Upgraded R library:
    • nlme from 3.1-150 to 3.1-151.
  • Upgraded Java library:
    • azure-data-lake-store-sdk upgraded from 2.3.8 to 2.3.9.
  • OpenJDK 8 build upgraded to Zulu 8.50.0.51-CA-linux64 (build 1.8.0_275-b01).

Apache Spark

Databricks Runtime 7.6 includes Apache Spark 3.0.1. This release includes all Spark fixes and improvements included in Databricks Runtime 7.5 (unsupported), as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-33740] [SQL]hadoop configs in hive-site.xml can overrides pre-existing hadoop ones
  • [SPARK-33822] [SQL] Use the CastSupport.cast method in HashJoin
  • [SPARK-33398] Fix loading tree models prior to Spark 3.0
  • [SPARK-33029] [CORE][WEBUI] Fix to UI executor page incorrectly marking the driver as blocklisted
  • [SPARK-34012] [SQL] Keep behavior consistent when conf spark.sqllegacy.parser.havingWithoutGroupByAsWhere is true with migration guide
  • [SPARK-33635] [SS] Adjust the order of check in KafkaTokenUtil.needTokenUpdate to remedy perf regression
  • [SPARK-33900] [WEBUI] Show shuffle read size / records correctly when only remotebytesread is available
  • [SPARK-33593] [SQL] Vector reader got incorrect data with binary partition value
  • [SPARK-31170] [SQL] Spark SQL Cli should respect hive-site.xml and spark.sql.warehouse.dir
  • [SPARK-33853] [SQL] EXPLAIN CODEGEN and BenchmarkQueryTest don't show subquery code
  • [SPARK-33786] [SQL] The storage level for a cache should be respected when a table name is altered.
  • [SPARK-33841] [CORE] Fix issue with jobs disappearing intermittently from the SHS under high load
  • [SPARK-33480] [SQL] do not expose user data in error message
  • [SPARK-33756] [SQL] Make BytesToBytesMap's MapIterator idempotent
  • [SPARK-33774] [UI][CORE]"Back to Master" returns 500 error in Standalone cluster
  • [SPARK-33733] [SQL] PullOutNondeterministic should check and collect deterministic field
  • [SPARK-33670] [SQL] Verify the partition provider is Hive in v1 SHOW TABLE EXTENDED
  • [SPARK-33788] [SQL][3.1][2.4] Throw NoSuchPartitionsException from HiveExternalCatalog.dropPartitions()
  • [SPARK-33819] [CORE] SingleFileEventLogFileReader/RollingEventLogFilesFileReader should be package private
  • [SPARK-33742] [SQL] Throw PartitionsAlreadyExistException from HiveExternalCatalog.createPartitions()
  • [SPARK-32110] [SQL] normalize special floating numbers in HyperLogLog++
  • [SPARK-33071] [SPARK-33536] [SQL] Do not change Alias constructor to not break snowflake connector
  • [SPARK-32680] [SQL] Don't Preprocess V2 CTAS with Unresolved Query
  • [SPARK-33520] [ML][PYSPARK] Cherry-pick: make CrossValidator/TrainValidateSplit/OneVsRest Reader/Writer support Python backend estimator/evaluator
  • [SPARK-33592] [ML][PYTHON]Pyspark ML Validator params in estimatorParamMaps may be lost after saving and reloading
  • [SPARK-33667] [SQL] Respect the spark.sql.caseSensitive config while resolving partition spec in v1 SHOW PARTITIONS
  • [SPARK-33141] [SQL] Capture SQL configs when creating permanent views
  • [SPARK-33636] [PYTHON][ML] Add labelsArray to PySpark StringIndexer
  • [SPARK-33629] [PYTHON]Make spark.buffer.size configuration visible on driver side
  • [SPARK-33389] [SQL] Make internal classes of SparkSession always using active SQLConf
  • [SPARK-33071] [SPARK-33536] [SQL] Avoid changing dataset_id of LogicalPlan in join() to not break DetectAmbiguousSelfJoin
  • [SPARK-33551] [SQL] Do not use custom shuffle reader for repartition
  • [SPARK-33432] [SQL] SQL parser should use active SQLConf
  • [SPARK-33588] [SQL] Respect the spark.sql.caseSensitive config while resolving partition spec in v1 SHOW TABLE EXTENDED
  • [SPARK-33440] [CORE] Use current timestamp with warning log in HadoopFSDelegationTokenProvider when the issue date for token is not set up properly
  • [SPARK-33494] [SQL][AQE] Do not use local shuffle reader for repartition

Maintenance updates

See Databricks Runtime 7.6 maintenance updates.

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 2020.12.5 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 1.5.0
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+ubuntu0.4 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 3.1-151 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 2.3.9
com.ning compress-lzf 1.0.3
com.sun.mail javax.mail 1.5.2
com.tdunning json 1.8
com.thoughtworks.paranamer paranamer 2.8
com.trueaccord.lenses lenses_2.12 0.4.12
com.twitter chill-java 0.9.5
com.twitter chill_2.12 0.9.5
com.twitter util-app_2.12 7.1.0
com.twitter util-core_2.12 7.1.0
com.twitter util-function_2.12 7.1.0
com.twitter util-jvm_2.12 7.1.0
com.twitter util-lint_2.12 7.1.0
com.twitter util-registry_2.12 7.1.0
com.twitter util-stats_2.12 7.1.0
com.typesafe config 1.2.1
com.typesafe.scala-logging scala-logging_2.12 3.7.2
com.univocity univocity-parsers 2.9.0
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