Databricks Runtime 6.2 (niet ondersteund)
Databricks heeft deze afbeelding uitgebracht in december 2019.
De volgende releaseopmerkingen bevatten informatie over Databricks Runtime 6.2, mogelijk gemaakt door Apache Spark.
Nieuwe functies
Alleen-invoegen in Delta Lake is geoptimaliseerd
De prestaties van Delta Lake-samenvoegbewerkingen die geen updateclausules hebben, zijn geoptimaliseerd. Schrijfbewerkingen die zijn gemaakt door dergelijke samenvoegbewerkingen, voegen nu alleen gegevens toe en wijzigen bestaande gegevens niet, waardoor downstreamstreamquery's continu de toegevoegde gegevens kunnen lezen. Dit biedt betere ondersteuning voor samenvoeging op basis van ontdubbeling: ETL-taken voor batchverwerking of streaming kunnen ontdubbelde gegevens naar tabellen schrijven met behulp van alleen-invoegen samenvoegen en downstreamstreamquery's kunnen die ontdubbelde gegevens continu lezen.
Verbeteringen
display()kolommenBinaryTypeworden automatisch afgekapt tot de base64-codering van eerste 128 bytes, in plaats van alle bytes. Als het veld is afgekapt, ziet"(truncated)"u aan het einde.- Er zijn verschillende geïnstalleerde R-bibliotheken bijgewerkt. Zie Geïnstalleerde R-bibliotheken.
Afgeschafte onderdelen
display() van spark.mllib modellen is afgeschaft en wordt deze verwijderd in de volgende primaire release. Azure Databricks raadt het gebruik van spark.ml modellen aan.
Apache Spark
Databricks Runtime 6.2 bevat Apache Spark 2.4.4. Deze release bevat alle Spark-oplossingen en -verbeteringen die zijn opgenomen in Databricks Runtime 6.1 (niet ondersteund) en de volgende aanvullende foutoplossingen en verbeteringen in Spark:
- [SPARK-29875][PYTHON] [SQL] Vermijd het gebruik van afgeschafte pyarrow.open_stream-API in Spark 2.4.x
- [SPARK-29001][CORE] Gebeurtenissen afdrukken die te lang duren om te verwerken
- [SPARK-29850][SQL] sort-merge-join een lege tabel mag geen geheugenlek bevatten
- [SPARK-29790][DOC] Vereiste poort voor Kube-API noteren
- [SPARK-29743][SQL] voorbeeld moet needCopyResult instellen op waar als het onderliggende element is
- [SPARK-29651][SQL] Parseren van interval seconden breuk oplossen
- [SPARK-29604][SQL] Initialiseer SessionState voordat u HiveClient initialiseert in SparkSQLEnv
- [SPARK-29637][CORE] Beschrijving toevoegen aan taak-SHS-web-API
- [SPARK-26985][CORE] Oplossing voor toegang tot alleen een kolom van alle kolommen voor big endian-architectuur
- [SPARK-29498][SQL] CatalogTable naar HiveTable mag het eigendom van de tabel niet wijzigen
- [SPARK-29530][SQL] SQLConf veilig maken in SQL-procesthread
- [SPARK-21287][SQL] Vereiste van fetch_size>=0 verwijderen uit JDBCOptions
- [SPARK-29081]Vervang aanroepen naar SerializationUtils.clone op eigenschappen door een snellere implementatie
- [SPARK-21492][SQL] [OPVOLGEN] Reimplement UnsafeExternalRowSorter in databasestijl iterator
- [SPARK-21492][SQL] Geheugenlek in SortMergeJoin oplossen
- [SPARK-29556][CORE] Vermijd het plaatsen van het aanvraagpad in een foutbericht in ErrorServlet
- [SPARK-29494][SQL] Oplossing voor ArrayOutofBoundsException tijdens het converteren van tekenreeks naar tijdstempel
- [SPARK-27259][CORE] Instelling -1 toestaan als lengte voor FileBlock
- [SPARK-29445][CORE] Stoten netty-all van 4.1.39.Final tot 4.1.42.Final
- [SPARK-29410] Commons-beanutils bijwerken naar 1.9.4
- [SPARK-28917][CORE] Toegang synchroniseren met rdD-status die kan worden gedempt
- [SPARK-28476][SQL] ONDERSTEUNING VOOR ALTER DATABASE SET LOCATION
- [SPARK-29048] Prestaties op Column.isInCollection() verbeteren met een grote verzameling
- [SPARK-28962][SQL] Indexargument opgeven om lambda-functies te filteren
- [SPARK-25753][CORE] Kleine bestanden lezen via BinaryFileRDD oplossen
- [SPARK-28140][MLLIB] [PYTHON] DataFrames accepteren in RowMatrix- en IndexedRowMatrix-constructors
- [SPARK-29244][CORE] BytesToBytesMap gratis opnieuw voorkomen
- [SPARK-29055][CORE] Opslaggeheugen van stuurprogramma/uitvoerders bijwerken wanneer blok wordt verwijderd uit BlockManager
- [SPARK-29186][SQL] AliasIdentifier moet worden geconverteerd naar Json in prettyJson
- [SPARK-29186][SQL] AliasIdentifier moet worden geconverteerd naar Json in prettyJson
- [SPARK-29247][SQL] Gevoelige informatie opnieuw opgeven bij het maken van HiveClientHive.state
- [SPARK-29263][SCHEDULER] Update availableSlots in resourceOffers() voordat beschikbare sites voor barrière taskSet worden gecontroleerd
- [SPARK-29240][PYTHON] Py4J-kolomexemplaren doorgeven ter ondersteuning van pySpark-kolom in element_at functie
- [SPARK-29213][SQL] Extra IsNotNull-predicaat genereren in FilterExec
- [SPARK-29229][SQL] De extra externe opslagplaats in IsolatedClientLoader wijzigen in google minor
- [SPARK-28599][SQL] Sorteren van duurkolommen voor ThriftServerSessionPage oplossen
- [SPARK-25903][CORE] TimerTask moet worden gesynchroniseerd op ContextBarrierState
- [SPARK-29053][WEBUI] Sorteren werkt niet voor sommige kolommen
- [SPARK-29177][CORE] zombietaken herstellen na het afbreken van de fase
Onderhoudsupdates
Zie onderhoudsupdates voor Databricks Runtime 6.2.
Systeemomgeving
- Besturingssysteem: Ubuntu 16.04.6 LTS
- Java: 1.8.0_232
- Scala: 2.11.12
- Python: 3.7.3
- R: R versie 3.6.1 (2019-07-05)
- Delta Lake: 0.4.0
Notitie
Hoewel Scala 2.12 beschikbaar is als experimentele functie in Apache Spark 2.4, wordt dit niet ondersteund in Databricks Runtime 6.2.
In deze sectie:
- Geïnstalleerde Python-bibliotheken
- Geïnstalleerde R-bibliotheken
- Geïnstalleerde Java- en Scala-bibliotheken (Scala 2.11-clusterversie)
Geïnstalleerde Python-bibliotheken
| Bibliotheek | Versie | Bibliotheek | Versie | Bibliotheek | Versie |
|---|---|---|---|---|---|
| asn1crypto | 0.24.0 | backcall | 0.1.0 | Boto | 2.49.0 |
| boto3 | 1.9.162 | botocore | 1.12.163 | certifi | 2019.3.9 |
| Cffi | 1.12.2 | Chardet | 3.0.4 | Cryptografie | 2.6.1 |
| cycler | 0.10.0 | Cython | 0.29.6 | Decorator | 4.4.0 |
| Docutils | 0,14 | idna | 2.8 | Ipython | 7.4.0 |
| ipython-genutils | 0.2.0 | Jedi | 0.13.3 | jmespath | 0.9.4 |
| kiwisolver | 1.1.0 | matplotlib | 3.0.3 | Numpy | 1.16.2 |
| Pandas | 0.24.2 | parso | 0.3.4 | Patsy | 0.5.1 |
| Pexpect | 4.6.0 | pickleshare | 0.7.5 | Pip | 19.0.3 |
| prompt-toolkit | 2.0.9 | psycopg2 | 2.7.6.1 | ptyprocess | 0.6.0 |
| pyarrow | 0.13.0 | pycparser | 2.19 | Pycurl | 7.43.0 |
| Pygments | 2.3.1 | Pygobject | 3.20.0 | Pyopenssl | 19.0.0 |
| Pyparsing | 2.4.2 | PySocks | 1.6.8 | python-apt | 1.1.0.b1+ubuntu0.16.04.5 |
| python-dateutil | 2.8.0 | pytz | 2018.9 | requests | 2.21.0 |
| s3transfer | 0.2.1 | scikit-learn | 0.20.3 | Scipy | 1.2.1 |
| seaborn | 0.9.0 | Setuptools | 40.8.0 | Zes | 1.12.0 |
| ssh-import-id | 5.5 | statsmodels | 0.9.0 | traitlets | 4.3.2 |
| upgrades zonder toezicht | 0,1 | urllib3 | 1.24.1 | Virtualenv | 16.4.1 |
| wcwidth | 0.1.7 | Wiel | 0.33.1 |
Geïnstalleerde R-bibliotheken
| Bibliotheek | Versie | Bibliotheek | Versie | Bibliotheek | Versie |
|---|---|---|---|---|---|
| Abind | 1.4-5 | Askpass | 1.1 | assertthat | 0.2.1 |
| Backports | 1.1.5 | base | 3.6.1 | base64enc | 0.1-3 |
| BH | 1.69.0-1 | bit | 1.1-14 | bit64 | 0.9-7 |
| Bitops | 1.0-6 | blob | 1.2.0 | opstarten | 1.3-23 |
| Brouwsel | 1.0-6 | beller | 3.3.2 | car | 3.0-4 |
| carData | 3.0-2 | caret | 6.0-84 | cellranger | 1.1.0 |
| Chron | 2.3-54 | class | 7.3-15 | cli | 1.1.0 |
| clipr | 0.7.0 | clisymbolen | 1.2.0 | cluster | 2.1.0 |
| Codetools | 0.2-16 | Colorspace | 1.4-1 | commonmark | 1,7 |
| Compiler | 3.6.1 | configuratie | 0,3 | covr | 3.3.2 |
| Crayon | 1.3.4 | Overspraak | 1.0.0 | curl | 4.2 |
| data.table | 1.12.6 | gegevenssets | 3.6.1 | DBI | 1.0.0 |
| dbplyr | 1.4.2 | Desc | 1.2.0 | Devtools | 2.2.1 |
| Digest | 0.6.22 | doMC | 1.3.6 | dplyr | 0.8.3 |
| DT | 0,9 | ellipsis | 0.3.0 | evaluate | 0,14 |
| fansi | 0.4.0 | fastmap | 1.0.1 | forcats | 0.4.0 |
| foreach | 1.4.7 | Buitenlandse | 0.8-72 | Forge | 0.2.0 |
| Fs | 1.3.1 | gbm | 2.1.5 | Generics | 0.0.2 |
| ggplot2 | 3.2.1 | Gh | 1.0.1 | git2r | 0.26.1 |
| glmnet | 2.0-18 | Lijm | 1.3.1 | Gower | 0.2.1 |
| afbeeldingen | 3.6.1 | grDevices | 3.6.1 | Raster | 3.6.1 |
| gridExtra | 2.3 | gsubfn | 0,7 | gtable | 0.3.0 |
| h2o | 3.26.0.2 | haven | 2.1.1 | Hms | 0.5.1 |
| htmltools | 0.4.0 | htmlwidgets | 1.5.1 | httpuv | 1.5.2 |
| httr | 1.4.1 | hwriter | 1.3.2 | hwriterPlus | 1.0-3 |
| Ini | 0.3.1 | Ipred | 0.9-9 | Iterators | 1.0.12 |
| jsonlite | 1.6 | Kernsmooth | 2.23-16 | Labeling | 0,3 |
| Later | 1.0.0 | Lattice | 0.20-38 | lava | 1.6.6 |
| lazyeval | 0.2.2 | levenscyclus | 0.1.0 | Littler | 0.3.9 |
| lme4 | 1.1-21 | lubridate | 1.7.4 | magrittr | 1.5 |
| Mapproj | 1.2.6 | Kaarten | 3.3.0 | maptools | 0.9-8 |
| MASS | 7.3-51.4 | Matrix | 1.2-17 | MatrixModels | 0.4-1 |
| memoise | 1.1.0 | methoden | 3.6.1 | Mgcv | 1.8-30 |
| Mime | 0,7 | minqa | 1.2.4 | ModelMetrics | 1.2.2 |
| munsell | 0.5.0 | Mvtnorm | 1.0-11 | Nlme | 3.1-141 |
| nloptr | 1.2.1 | Nnet | 7.3-12 | numDeriv | 2016.8-1.1 |
| openssl | 1.4.1 | openxlsx | 4.1.2 | parallel | 3.6.1 |
| pbkrtest | 0.4-7 | Pijler | 1.4.2 | pkgbuild | 1.0.6 |
| Pkgconfig | 2.0.3 | pkgKitten | 0.1.5 | pkgload | 1.0.2 |
| plogr | 0.2.0 | plyr | 1.8.4 | Lof | 1.0.0 |
| prettyunits | 1.0.2 | Proc | 1.15.3 | processx | 3.4.1 |
| prodlim | 2018.04.18 | Voortgang | 1.2.2 | Beloften | 1.1.0 |
| Proto | 1.0.0 | ps | 1.3.0 | Purrr | 0.3.3 |
| quantreg | 5.51 | R.methodsS3 | 1.7.1 | R.oo | 1.22.0 |
| R.utils | 2.9.0 | r2d3 | 0.2.3 | R6 | 2.4.0 |
| randomForest | 4.6-14 | rappdirs | 0.3.1 | rcmdcheck | 1.3.3 |
| Rcolorbrewer | 1.1-2 | Rcpp | 1.0.2 | RcppEigen | 0.3.3.5.0 |
| RCurl | 1.95-4.12 | leesbewerking | 1.3.1 | readxl | 1.3.1 |
| recepten | 0.1.7 | Rematch | 1.0.1 | Afstandsbedieningen | 2.1.0 |
| hervorm2 | 1.4.3 | Rex | 1.1.2 | Rio | 0.5.16 |
| rlang | 0.4.1 | RODBC | 1.3-16 | roxygen2 | 6.1.1 |
| Rpart | 4.1-15 | rprojroot | 1.3-2 | Rserve | 1.8-6 |
| RSQLite | 2.1.2 | rstudioapi | 0.10 | rversions | 2.0.0 |
| Schalen | 1.0.0 | sessioninfo | 1.1.1 | Glanzende | 1.4.0 |
| sourcetools | 0.1.7 | Sp | 1.3-1 | sparklyr | 1.0.4 |
| SparkR | 2.4.5 | SparseM | 1.77 | Ruimtelijke | 7.3-11 |
| Splines | 3.6.1 | sqldf | 0.4-11 | SQUAREM | 2017.10-1 |
| statmod | 1.4.32 | Stats | 3.6.1 | stats4 | 3.6.1 |
| stringi | 1.4.3 | stringr | 1.4.0 | Overleving | 2.44-1.1 |
| sys | 3.3 | Tcltk | 3.6.1 | TeachingDemos | 2.10 |
| testthat | 2.2.1 | tibble | 2.1.3 | tidyr | 1.0.0 |
| tidyselect | 0.2.5 | Timedate | 3043.102 | tools | 3.6.1 |
| usethis | 1.5.1 | utf8 | 1.1.4 | utils | 3.6.1 |
| vctrs | 0.2.0 | viridisLite | 0.3.0 | whisker | 0,4 |
| withr | 2.1.2 | xml2 | 1.2.2 | xopen | 1.0.0 |
| xtable | 1.8-4 | Yaml | 2.2.0 | zeallot | 0.1.0 |
| Zip | 2.0.4 |
Geïnstalleerde Java- en Scala-bibliotheken (Scala 2.11-clusterversie)
| Groeps-id | Artefact-id | Versie |
|---|---|---|
| Antlr | Antlr | 2.7.7 |
| com.amazonaws | amazon-kinesis-client | 1.8.10 |
| com.amazonaws | aws-java-sdk-autoscaling | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudformation | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudfront | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudhsm | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudsearch | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudtrail | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudwatch | 1.11.595 |
| com.amazonaws | aws-java-sdk-cloudwatchmetrics | 1.11.595 |
| com.amazonaws | aws-java-sdk-codedeploy | 1.11.595 |
| com.amazonaws | aws-java-sdk-cognitoidentity | 1.11.595 |
| com.amazonaws | aws-java-sdk-cognitosync | 1.11.595 |
| com.amazonaws | aws-java-sdk-config | 1.11.595 |
| com.amazonaws | aws-java-sdk-core | 1.11.595 |
| com.amazonaws | aws-java-sdk-datapipeline | 1.11.595 |
| com.amazonaws | aws-java-sdk-directconnect | 1.11.595 |
| com.amazonaws | aws-java-sdk-directory | 1.11.595 |
| com.amazonaws | aws-java-sdk-dynamodb | 1.11.595 |
| com.amazonaws | aws-java-sdk-ec2 | 1.11.595 |
| com.amazonaws | aws-java-sdk-ecs | 1.11.595 |
| com.amazonaws | aws-java-sdk-efs | 1.11.595 |
| com.amazonaws | aws-java-sdk-elasticache | 1.11.595 |
| com.amazonaws | aws-java-sdk-elasticbeanstalk | 1.11.595 |
| com.amazonaws | aws-java-sdk-elasticloadbalancing | 1.11.595 |
| com.amazonaws | aws-java-sdk-elastictranscoder | 1.11.595 |
| com.amazonaws | aws-java-sdk-emr | 1.11.595 |
| com.amazonaws | aws-java-sdk-glacier | 1.11.595 |
| com.amazonaws | aws-java-sdk-glue | 1.11.595 |
| com.amazonaws | aws-java-sdk-iam | 1.11.595 |
| com.amazonaws | aws-java-sdk-importexport | 1.11.595 |
| com.amazonaws | aws-java-sdk-kinesis | 1.11.595 |
| com.amazonaws | aws-java-sdk-kms | 1.11.595 |
| com.amazonaws | aws-java-sdk-lambda | 1.11.595 |
| com.amazonaws | aws-java-sdk-logs | 1.11.595 |
| com.amazonaws | aws-java-sdk-machinelearning | 1.11.595 |
| com.amazonaws | aws-java-sdk-opsworks | 1.11.595 |
| com.amazonaws | aws-java-sdk-rds | 1.11.595 |
| com.amazonaws | aws-java-sdk-redshift | 1.11.595 |
| com.amazonaws | aws-java-sdk-route53 | 1.11.595 |
| com.amazonaws | aws-java-sdk-s3 | 1.11.595 |
| com.amazonaws | aws-java-sdk-ses | 1.11.595 |
| com.amazonaws | aws-java-sdk-simpledb | 1.11.595 |
| com.amazonaws | aws-java-sdk-simpleworkflow | 1.11.595 |
| com.amazonaws | aws-java-sdk-sns | 1.11.595 |
| com.amazonaws | aws-java-sdk-sqs | 1.11.595 |
| com.amazonaws | aws-java-sdk-ssm | 1.11.595 |
| com.amazonaws | aws-java-sdk-storagegateway | 1.11.595 |
| com.amazonaws | aws-java-sdk-sts | 1.11.595 |
| com.amazonaws | aws-java-sdk-support | 1.11.595 |
| com.amazonaws | aws-java-sdk-swf-libraries | 1.11.22 |
| com.amazonaws | aws-java-sdk-workspaces | 1.11.595 |
| com.amazonaws | jmespath-java | 1.11.595 |
| 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-gearceerd | 4.0.2 |
| com.esotericsoftware | minlog | 1.3.0 |
| com.fasterxml | Klasgenoot | 1.0.0 |
| com.fasterxml.jackson.core | jackson-annotaties | 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 | kern | 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 | 7.0.0 |
| 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 | configuratie | 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 | 1.9.4 |
| commons-cli | commons-cli | 1.2 |
| commons-codec | commons-codec | 1,10 |
| commons-collections | commons-collections | 3.2.2 |
| commons-configuratie | commons-configuratie | 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 | metrische gegevenskern | 3.1.5 |
| io.dropwizard.metrics | metrics-ganglia | 3.1.5 |
| io.dropwizard.metrics | metrische gegevensgrafiet | 3.1.5 |
| io.dropwizard.metrics | metrische statuscontroles | 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 | 4.1.42.Final |
| javax.activation | activering | 1.1.1 |
| javax.annotatie | 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 | validatie-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 |
| Junit | Junit | 4.12 |
| log4j | apache-log4j-extra's | 1.2.17 |
| log4j | log4j | 1.2.17 |
| 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 | 0.9.6 |
| net.snowflake | snowflake-jdbc | 3.12.0 |
| net.snowflake | spark-snowflake_2.11 | 2.5.9-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 | pijlnotatie | 0.10.0 |
| org.apache.arrow | pijlgeheugen | 0.10.0 |
| org.apache.arrow | pijlvector | 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-recepten | 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-aantekeningen | 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 | 4.5.6 |
| org.apache.httpcomponents | httpcore | 4.4.10 |
| org.apache.ivy | Ivy | 2.4.0 |
| org.apache.orc | orc-core-nohive | 1.5.5 |
| org.apache.orc | orc-mapreduce-nohive | 1.5.5 |
| org.apache.orc | orc-shims | 1.5.5 |
| org.apache.parquet | parquet-column | 1.10.1.2-databricks4 |
| org.apache.parquet | parquet-common | 1.10.1.2-databricks4 |
| org.apache.parquet | parquet-codering | 1.10.1.2-databricks4 |
| org.apache.parquet | parquet-indeling | 2.4.0 |
| org.apache.parquet | parquet-hadoop | 1.10.1.2-databricks4 |
| org.apache.parquet | parquet-jackson | 1.10.1.2-databricks4 |
| org.apache.thrift | libfb303 | 0.9.3 |
| org.apache.thrift | libthrift | 0.9.3 |
| org.apache.xbean | xbean-asm6-gearceerd | 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 | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-vervolg | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-http | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-io | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-jndi | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-plus | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-proxy | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-security | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-server | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-servlet | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-servlets | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-util | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-webapp | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-xml | 9.3.27.v20190418 |
| 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 opnieuw verpakt | 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.hamcrest | hamcrest-core | 1.3 |
| org.hamcrest | hamcrest-library | 1.3 |
| org.hibernate | sluimerstand-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-core | 1.10.19 |
| 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_2.11 | 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 | Ongebruikte | 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 |