Databricks Runtime 7.1 (EoS)
Notitie
Ondersteuning voor deze Databricks Runtime-versie is beëindigd. Zie de geschiedenis van einde van ondersteuning voor de einddatum van de ondersteuning. Zie de releaseversies en compatibiliteit van Databricks Runtime voor alle ondersteunde Databricks Runtime-versies.
Databricks heeft deze versie uitgebracht in juli 2020.
De volgende releaseopmerkingen bevatten informatie over Databricks Runtime 7.1, mogelijk gemaakt door Apache Spark 3.0.
Nieuwe functies
Databricks Runtime 7.1 bevat de volgende nieuwe functies:
Delta Lake
U kunt nu door de gebruiker gedefinieerde metagegevens instellen in elke doorvoer die door Delta-bewerkingen wordt gemaakt. Zie Delta Lake-tabellen verrijken met aangepaste metagegevens voor meer informatie.
U kunt nu een query uitvoeren op de SQL-configuratie
spark.databricks.delta.lastCommitVersionInSessionom de versie van de laatste doorvoering op te halen die is geschreven door de huidigeSparkSession.Als er geen doorvoeringen zijn uitgevoerd door de
SparkSessionsleutel, retourneert een query op de sleutel een lege waarde. Deze functie wordt niet ondersteund in streaming- of multithreaded cases.CONVERT TO DELTAkan nu Parquet-tabellen converteren die zijn gemaakt door Structured Streaming met behulp van het transactielogboek in de_spark_metadatamap. Hiermee voorkomt u dat niet-verzonden bestanden via de streamingquery in uw Delta-tabel worden overwogen. Vervolgens kunt u uw stream voortzetten met behulp van dezelfde controlepuntlocatie.Notitie
Er is een kleine kans dat gegevens uit de laatste microbatch na het conversieproces opnieuw worden doorgevoerd in uw tabel.
Deze release bevat prestatieverbeteringen voor
MERGE INTObewerkingen die alleen overeenkomende componenten hebben. Dat wil gezegd, ze hebben alleenUPDATEacties enDELETEgeenINSERTactie.
pip-opdrachten ter ondersteuning van Python-bibliotheken met notebookbereik
Vanaf Databricks Runtime 7.1 kunt u opdrachten gebruiken %pip om Python-bibliotheken te beheren die zijn geïnstalleerd in een notebooksessie.
Zie Python-bibliotheken met notebookbereik voor meer informatie.
Verbeteringen
- Voegt een
displaymethode toe aan PySpark, pandas en Koalas DataFrames, zodat u nu kunt uitvoerendf.display()voor eenvoudiger verkennende gegevensanalyse. Zie Een nieuwe visualisatie maken. - Koalas is nu geïnstalleerd.
Apache Spark
Databricks Runtime 7.1 bevat Apache Spark 3.0.0. Deze release bevat alle Spark-oplossingen en -verbeteringen die zijn opgenomen in Databricks Runtime 7.0 (EoS) en de volgende aanvullende bugfixes en verbeteringen in Spark:
- [SPARK-32057] ExecuteStatement: annuleren en sluiten mag geen tijdelijke FOUT zijn
- [SPARK-32167] [SQL] GetArrayStructFields corrigeren om de null-waarde van het binnenste veld samen te respecteren
- [SPARK-31935] Hadoop-bestandssysteemconfiguratie moet effectief zijn in opties voor gegevensbronnen
- [SPARK-32038] [SQL] NormalizeFloatingNumbers moet ook werken aan afzonderlijke statistische functies
- [SPARK-31705] [SQL] Push meer mogelijke predicaten via Join via CNF-conversie
- [SPARK-31945] [SQL][PYSPARK] Cache inschakelen voor dezelfde Python-functie
- [SPARK-8981] [CORE] MDC-ondersteuning toevoegen in Executor
- [SPARK-31986] [SQL] Fix Julian-Gregoriaanse micros rebasing van overlappende lokale tijdstempels
- [SPARK-31959] [SQL] Rebasing van Gregoriaanse-Julian-micro's herstellen tijdens het overschakelen van standaardtijdzoneverschil
- [SPARK-26905] [SQL] Volg de gereserveerde trefwoorden voor SQL:2016
- [SPARK-31990] [SS] ToSet.toSeq gebruiken in Dataset.dropDuplicates
- [SPARK-31992] [SQL] Benchmark de modus exception rebase
- [SPARK-31983] [WEBUI] Sorteren voor duurkolom in gestructureerd streamingtabblad oplossen
- [SPARK-31593] [SS] De voortgangsupdate van onnodige streamingquery's verwijderen
- [SPARK-31968] [SQL] Dubbele partitiekolommen controleren bij het schrijven van gegevens
- [SPARK-31632] [CORE][WEBUI] Het uitzonderingsbericht verrijken wanneer toepassingsoverzicht niet beschikbaar is
- [SPARK-31916] [SQL] StringConcat kan leiden tot StringIndexOutOfBoundsException
- [SPARK-31935] [SQL] Hadoop-bestandssysteemconfiguratie moet effectief zijn in opties voor gegevensbronnen
- [SPARK-31954] [SQL] Dubbele testcase verwijderen in HiveQuerySuite
- [SPARK-28199] [SS] Pakket privé verwijderen in klasse/object in sql.execution package
- [SPARK-31956] [SQL] Niet mislukken als er geen dubbelzinnige zelfdeelname is
- [SPARK-31941] [CORE] SparkException vervangen door NoSuchElementException voor applicationInfo in AppStatusStore
- [SPARK-26905] [SQL] Toevoegen
TYPEaan de ansi niet-gereserveerde lijst - [SPARK-31921] [CORE] Corrigeer de verkeerde waarschuwing: 'App app-xxx vereist meer resource dan een van de werkrollen kan hebben'
- [SPARK-31220] [SQL] repartition gehoorzaamt aan initialPartitionNum wanneer adaptiveExecutionEnabled
- [SPARK-29295] [SQL] Dynamische partitietoewijzing geparseerd vanuit partitiepad moet niet hoofdlettergevoelig zijn
- [SPARK-31849] [PYTHON][SQL] Correcter foutbericht in Python UDF-uitzonderingsbericht
- [SPARK-31923] [CORE] Interne accumulators negeren die niet-herkende typen gebruiken in plaats van vast te lopen
- [SPARK-31849] [PYTHON][SQL] Utils.exceptionString ontdubbelen en opnieuw gebruiken in de verwerking van Python-uitzonderingen
Onderhoudsupdates
Zie onderhoudsupdates voor Databricks Runtime 7.1.
Systeemomgeving
- Besturingssysteem: Ubuntu 18.04.4 LTS
- Java: 1.8.0_252
- Scala: 2.12.10
- Python: 3.7.5
- R: R versie 3.6.3 (2020-02-29)
- Delta Lake 0.7.0
Geïnstalleerde Python-bibliotheken
| Bibliotheek | Versie | Bibliotheek | Versie | Bibliotheek | Versie |
|---|---|---|---|---|---|
| asn1crypto | 1.3.0 | backcall | 0.1.0 | boto3 | 1.12.0 |
| botocore | 1.15.0 | certifi | 2020.6.20 | cffiffi | 1.14.0 |
| chardet | 3.0.4 | cryptografie | 2.8 | wielrijder | 0.10.0 |
| Cython | 0.29.15 | decorateur | 4.4.1 | docutils | 0.15.2 |
| invoerpunten | 0,3 | idna | 2.8 | ipykernel | 5.1.4 |
| ipython | 7.12.0 | ipython-genutils | 0.2.0 | jedi | 0.14.1 |
| jmespath | 0.9.4 | joblib | 0.14.1 | jupyter-client | 5.3.4 |
| jupyter-core | 4.6.1 | kiwisolver | 1.1.0 | koala's | 1.0.1 |
| matplotlib | 3.1.3 | numpy | 1.18.1 | Pandas | 1.0.1 |
| parso | 0.5.2 | Patsy | 0.5.1 | pexpect | 4.8.0 |
| pickleshare | 0.7.5 | pit | 20.0.2 | prompt-toolkit | 3.0.3 |
| psycopg2 | 2.8.4 | ptyprocess | 0.6.0 | pyarrow | 0.15.1 |
| pycparser | 2.19 | Pygments | 2.5.2 | PyGObject | 3.26.1 |
| pyOpenSSL | 19.1.0 | pyparsing | 2.4.6 | PySocks | 1.7.1 |
| python-apt | 1.6.5+ubuntu0.3 | python-dateutil | 2.8.1 | pytz | 2019.3 |
| pyzmq | 18.1.1 | requests | 2.22.0 | s3transfer | 0.3.3 |
| scikit-learn | 0.22.1 | scipy | 1.4.1 | seaborn | 0.10.0 |
| setuptools | 45.2.0 | Zes | 1.14.0 | ssh-import-id | 5.7 |
| statsmodels | 0.11.0 | tornado | 6.0.3 | traitlets | 4.3.3 |
| upgrades zonder toezicht | 0,1 | urllib3 | 1.25.8 | virtualenv | 16.7.10 |
| wcwidth | 0.1.8 | wiel | 0.34.2 |
Geïnstalleerde R-bibliotheken
R-bibliotheken worden geïnstalleerd vanuit Microsoft CRAN-momentopname op 2020-04-22.
| Bibliotheek | Versie | Bibliotheek | Versie | Bibliotheek | Versie |
|---|---|---|---|---|---|
| askpass | 1.1 | assertthat | 0.2.1 | backports | 1.1.6 |
| base | 3.6.3 | base64enc | 0.1-3 | BH | 1.72.0-3 |
| bit | 1.1-15.2 | bit64 | 0.9-7 | blob | 1.2.1 |
| opstarten | 1.3-25 | brouwsel | 1.0-6 | bezem | 0.5.6 |
| beller | 3.4.3 | caret | 6.0-86 | cellranger | 1.1.0 |
| Chron | 2.3-55 | class | 7.3-17 | cli | 2.0.2 |
| clipr | 0.7.0 | cluster | 2.1.0 | codetools | 0.2-16 |
| colorspace | 1.4-1 | commonmark | 1,7 | compiler | 3.6.3 |
| configuratie | 0,3 | covr | 3.5.0 | Crayon | 1.3.4 |
| Overspraak | 1.1.0.1 | curl | 4.3 | data.table | 1.12.8 |
| gegevenssets | 3.6.3 | DBI | 1.1.0 | dbplyr | 1.4.3 |
| Desc | 1.2.0 | devtools | 2.3.0 | verteren | 0.6.25 |
| dplyr | 0.8.5 | DT | 0,13 | beletselteken | 0.3.0 |
| evaluate | 0,14 | fansi | 0.4.1 | farver | 2.0.3 |
| fastmap | 1.0.1 | forcats | 0.5.0 | foreach | 1.5.0 |
| buitenlands | 0.8-76 | smeden | 0.2.0 | Fs | 1.4.1 |
| Generics | 0.0.2 | ggplot2 | 3.3.0 | Gh | 1.1.0 |
| git2r | 0.26.1 | glmnet | 3.0-2 | globals | 0.12.5 |
| lijm | 1.4.0 | Gower | 0.2.1 | afbeeldingen | 3.6.3 |
| grDevices | 3.6.3 | rooster | 3.6.3 | gridExtra | 2.3 |
| gsubfn | 0,7 | gtable | 0.3.0 | haven | 2.2.0 |
| highr | 0,8 | Hms | 0.5.3 | 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 | isoband | 0.2.1 | Iterators | 1.0.12 |
| jsonlite | 1.6.1 | KernSmooth | 2.23-17 | breiwerk | 1.28 |
| Labeling | 0,3 | later | 1.0.0 | latwerk | 0.20-41 |
| lava | 1.6.7 | lazyeval | 0.2.2 | levenscyclus | 0.2.0 |
| lubridate | 1.7.8 | magrittr | 1.5 | Markdown | 1.1 |
| MASSA | 7.3-51.6 | Matrix | 1.2-18 | memoise | 1.1.0 |
| methoden | 3.6.3 | mgcv | 1.8-31 | Mime | 0,9 |
| ModelMetrics | 1.2.2.2 | modeller | 0.1.6 | munsell | 0.5.0 |
| nlme | 3.1-147 | nnet | 7.3-14 | numDeriv | 2016.8-1.1 |
| openssl | 1.4.1 | parallel | 3.6.3 | pilaar | 1.4.3 |
| pkgbuild | 1.0.6 | pkgconfig | 2.0.3 | pkgload | 1.0.2 |
| plogr | 0.2.0 | plyr | 1.8.6 | loven | 1.0.0 |
| prettyunits | 1.1.1 | Proc | 1.16.2 | processx | 3.4.2 |
| prodlim | 2019.11.13 | Voortgang | 1.2.2 | Beloften | 1.1.0 |
| Proto | 1.0.0 | ps | 1.3.2 | purrr | 0.3.4 |
| r2d3 | 0.2.3 | R6 | 2.4.1 | randomForest | 4.6-14 |
| rappdirs | 0.3.1 | rcmdcheck | 1.3.3 | RColorBrewer | 1.1-2 |
| Rcpp | 1.0.4.6 | leesbewerking | 1.3.1 | readxl | 1.3.1 |
| recepten | 0.1.10 | Rematch | 1.0.1 | opnieuw overeenkomen2 | 2.1.1 |
| Afstandsbedieningen | 2.1.1 | reprex | 0.3.0 | hervorm2 | 1.4.4 |
| Rex | 1.2.0 | rjson | 0.2.20 | rlang | 0.4.5 |
| rmarkdown | 2.1 | RODBC | 1.3-16 | roxygen2 | 7.1.0 |
| rpart | 4.1-15 | rprojroot | 1.3-2 | Rserve | 1.8-7 |
| RSQLite | 2.2.0 | rstudioapi | 0,11 | rversions | 2.0.1 |
| rvest | 0.3.5 | weegschaal | 1.1.0 | selectr | 0.4-2 |
| sessioninfo | 1.1.1 | vorm | 1.4.4 | glanzend | 1.4.0.2 |
| sourcetools | 0.1.7 | sparklyr | 1.2.0 | SparkR | 3.0.0 |
| ruimtelijk | 7.3-11 | Splines | 3.6.3 | sqldf | 0.4-11 |
| SQUAREM | 2020.2 | Stats | 3.6.3 | stats4 | 3.6.3 |
| stringi | 1.4.6 | stringr | 1.4.0 | overleving | 3.1-12 |
| sys | 3.3 | tcltk | 3.6.3 | TeachingDemos | 2.10 |
| testthat | 2.3.2 | tibble | 3.0.1 | tidyr | 1.0.2 |
| tidyselect | 1.0.0 | tidyverse | 1.3.0 | timeDate | 3043.102 |
| tinytex | 0,22 | tools | 3.6.3 | usethis | 1.6.0 |
| utf8 | 1.1.4 | utils | 3.6.3 | vctrs | 0.2.4 |
| viridisLite | 0.3.0 | snor | 0,4 | withr | 2.2.0 |
| xfun | 0,13 | xml2 | 1.3.1 | xopen | 1.0.0 |
| xtable | 1.8-4 | yaml | 2.2.1 |
Geïnstalleerde Java- en Scala-bibliotheken (Scala 2.12-clusterversie)
| Groeps-id | Artefact-id | Versie |
|---|---|---|
| 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 | stroom | 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-gearceerd | 4.0.2 |
| com.esotericsoftware | minlog | 1.3.0 |
| com.fasterxml | klasgenoot | 1.3.4 |
| com.fasterxml.jackson.core | jackson-annotaties | 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.cafeïne | cafeïne | 2.3.4 |
| 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.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 | guave | 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.azure | azure-data-lake-store-sdk | 2.2.8 |
| com.microsoft.sqlserver | mssql-jdbc | 8.2.1.jre8 |
| 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 | configuratie | 1.2.1 |
| com.typesafe.scala-logging | scala-logging_2.12 | 3.7.2 |
| com.univocity | univocity-parsers | 2.8.3 |
| 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-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 | metrische gegevenskern | 4.1.1 |
| io.dropwizard.metrics | metrische gegevensgrafiet | 4.1.1 |
| io.dropwizard.metrics | metrische statuscontroles | 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 |
| jakarta.annotatie | 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 | activering | 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-extra's | 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 | 3.12.0 |
| net.snowflake | spark-snowflake_2.12 | 2.5.9-spark_2.4 |
| 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 | tekenreekstemplate | 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 | 0.15.1 |
| org.apache.arrow | pijlgeheugen | 0.15.1 |
| org.apache.arrow | pijlvector | 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-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 | 2.7.4 |
| 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 | klimop | 2.4.0 |
| 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 | 1.10.1.2-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 | 0.12.0 |
| org.apache.velocity | snelheid | 1.5 |
| org.apache.xbean | xbean-asm7-gearceerd | 4.15 |
| org.apache.yetus | aantekeningen voor doelgroepen | 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-vervolg | 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 opnieuw verpakt | 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 | sluimerstand-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 | ongebruikt | 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 | katten-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.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 |