Databricks Runtime 6.2 (sin soporte técnico)
Databricks publicó esta imagen en diciembre de 2019.
Las notas de la versión siguientes proporcionan información sobre Databricks Runtime 6.2, con tecnología de Apache Spark.
Nuevas características
La combinación de solo inserción de Delta Lake está optimizada
Se ha optimizado el rendimiento de las operaciones de combinación de Delta Lake que no tienen cláusulas de actualización. Las escrituras realizadas por estas operaciones de combinación de solo inserción ahora solo anexan datos y no modifican los datos existentes, lo que permite que las consultas de flujo de datos de nivel inferior lean continuamente los datos anexados. Esto admite mejor la desduplicación basada en combinación: los trabajos de extracción, transformación y carga de datos (ETL) por lotes o flujo de datos pueden escribir datos desduplicados en tablas mediante combinación de solo inserción, y las consultas de flujo de datos de nivel inferior pueden leer continuamente los datos desduplicados.
Mejoras
display()deBinaryTypecolumnas se truncan automáticamente a la codificación base64 de los primeros 128 bytes, en lugar de todos los bytes. Si el campo se trunca, verá al"(truncated)"final.- Se han actualizado varias bibliotecas de R instaladas. Consulte Bibliotecas de R instaladas.
En desuso
display() de spark.mllib modelos está en desuso y se quitará en la próxima versión principal. Azure Databricks recomienda usar spark.ml modelos.
Spark de Apache
Databricks Runtime 6.2 incluye Apache Spark 2.4.4. Esta versión incluye todas las mejoras y correcciones de Spark incluidas en Databricks Runtime 6.1 (sin soporte técnico), junto con las siguientes mejoras y correcciones de errores adicionales que se han realizado en Spark:
- [SPARK-29875][PYTHON][SQL] Evitar el uso de la API de pyarrow.open_stream en desuso en Spark 2.4.x.
- [SPARK-29001][CORE] Imprimir eventos que tarden demasiado tiempo en procesarse
- [SPARK-29850][SQL] No se debe producir una fuga de memoria al ordenar/combinar/conectar una tabla vacía.
- [SPARK-29790][DOC] Nota del puerto necesario para la API de Kube
- [SPARK-29743][SQL] muestra debe establecer needCopyResult en verdadero si su elemento secundario es
- [SPARK-29651][SQL] Corregir el análisis de la fracción de segundos de intervalo
- [SPARK-29604][SQL] Forzar la inicialización de SessionState antes de inicializar HiveClient en SparkSQLEnv
- [SPARK-29637][CORE] Agregar descripción a la API web Job SHS
- [SPARK-26985][CORE] Corregir "acceso solo a alguna columna de todas las columnas" para arquitectura big-endian
- [SPARK-29498][SQL] CatalogTable a HiveTable no debe cambiar la propiedad de la tabla
- [SPARK-29530][SQL] Hacer el subproceso de análisis SQLConf en SQL seguro
- [SPARK-21287][SQL] Quitar el requisito de fetch_size>=0 de JDBCOptions
- [SPARK-29081] Reemplazo de las llamadas a SerializationUtils.clone en propiedades con una implementación más rápida
- [SPARK-21492][SQL][FOLLOW UP] Reimplementar UnsafeExternalRowSorter en estilo iterador de base de datos
- [SPARK-21492][SQL] Corregir la pérdida de memoria en SortMergeJoin
- [SPARK-29556][CORE] Evitar colocar la ruta de acceso de solicitud en la respuesta de error en ErrorServlet
- [SPARK-29494][SQL] Corrección para ArrayOutofBoundsException al convertir la cadena en marca de tiempo
- [SPARK-27259][CORE] Permitir establecer -1 como longitud para FileBlock
- [SPARK-29445][CORE] Incrementar netty-all desde 4.1.39.Final a 4.1.42.Final
- [SPARK-29410] Actualizar commons-beanutils a 1.9.4
- [SPARK-28917][CORE] Sincronizar el acceso al estado mutable de RDD
- [SPARK-28476][SQL] Admitir ALTER DATABASE SET LOCATION
- [SPARK-29048] Mejorar el rendimiento en Column.isInCollection() con una colección de gran tamaño
- [SPARK-28962][SQL] Proporcionar un argumento de índice para filtrar funciones lambda
- [SPARK-25753][CORE] Corregir la lectura de archivos pequeños a través de BinaryFileRDD
- [SPARK-28140][MLLIB][PYTHON] Aceptar DataFrames en RowMatrix y constructores IndexedRowMatrix
- [SPARK-29244][CORE] Prevención de que la página liberada en BytesToBytesMap se libere otra vez
- [SPARK-29055][CORE] Actualizar la memoria de almacenamiento del controlador o ejecutor cuando se quita un bloque de BlockManager
- [SPARK-29186][SQL] AliasIdentifier debe convertirse a Json en prettyJson
- [SPARK-29186][SQL] AliasIdentifier debe convertirse a Json en prettyJson
- [SPARK-29247][SQL] Censurar información confidencial al construir HiveClientHive.state
- [SPARK-29263][SCHEDULER] Actualizar availableSlots en resourceOffers() antes de comprobar las ranuras disponibles para barrera taskSet
- [SPARK-29240][PYTHON] Pasar de la instancia de columna Py4J a admitir la columna PySpark en la función element_at
- [SPARK-29213][SQL] Generar predicado IsNotNull adicional en FilterExec
- [SPARK-29229][SQL] Cambiar el repositorio remoto adicional en IsolatedClientLoader a Google Minor
- [SPARK-28599][SQL] Corregir la ordenación de columna Duración para ThriftServerSessionPage
- [SPARK-25903][CORE] TimerTask debe sincronizarse en ContextBarrierState
- [SPARK-29053][WEBUI] La ordenación no funciona en algunas columnas
- [SPARK-29177][CORE] Corregir tareas zombi tras la anulación de la fase
Actualizaciones de mantenimiento
Consulte Actualizaciones de mantenimiento de Databricks Runtime 6.2.
Entorno del sistema
- Sistema operativo: Ubuntu 16.04.6 LTS
- Java: 1.8.0_232
- Scala: 2.11.12
- Python: 3.7.3
- R: versión de R 3.6.1 (2019-07-05)
- Delta Lake: 0.4.0
Nota:
Aunque Scala 2.12 está disponible como característica experimental en Apache Spark 2.4, no se admite en Databricks Runtime 6.2.
En esta sección:
- Bibliotecas de Python instaladas
- Bibliotecas de R instaladas
- Bibliotecas de Java y Scala instaladas (versión de clúster de Scala 2.11)
Bibliotecas de Python instaladas
| Biblioteca | Versión | Biblioteca | Versión | Biblioteca | Versión |
|---|---|---|---|---|---|
| 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 | criptografía | 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 | Solicitudes | 2.21.0 |
| s3transfer | 0.2.1 | scikit-learn | 0.20.3 | scipy | 1.2.1 |
| seaborn | 0.9.0 | setuptools | 40.8.0 | six (seis) | 1.12.0 |
| ssh-import-id | 5.5 | statsmodels | 0.9.0 | traitlets | 4.3.2 |
| unattended-upgrades | 0,1 | urllib3 | 1.24.1 | virtualenv | 16.4.1 |
| wcwidth | 0.1.7 | wheel | 0.33.1 |
Bibliotecas de R instaladas
| Biblioteca | Versión | Biblioteca | Versión | Biblioteca | Versión |
|---|---|---|---|---|---|
| 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 | boot | 1.3-23 |
| brew | 1.0-6 | callr | 3.3.2 | automóvil | 3.0-4 |
| carData | 3.0-2 | caret | 6.0-84 | cellranger | 1.1.0 |
| chron | 2.3-54 | clase | 7.3-15 | cli | 1.1.0 |
| clipr | 0.7.0 | clisymbols | 1.2.0 | cluster | 2.1.0 |
| codetools | 0.2-16 | colorspace | 1.4-1 | commonmark | 1.7 |
| compiler | 3.6.1 | config | 0,3 | covr | 3.3.2 |
| crayon | 1.3.4 | diafonía | 1.0.0 | curl | 4,2 |
| data.table | 1.12.6 | conjuntos de datos | 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 | foreign | 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 | glue | 1.3.1 | gower | 0.2.1 |
| elementos gráficos | 3.6.1 | grDevices | 3.6.1 | grid | 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 | ciclo de vida | 0.1.0 | littler | 0.3.9 |
| lme4 | 1.1-21 | lubridate | 1.7.4 | magrittr | 1.5 |
| mapproj | 1.2.6 | maps | 3.3.0 | maptools | 0.9-8 |
| MASS | 7.3-51.4 | Matriz | 1.2-17 | MatrixModels | 0.4-1 |
| memoise | 1.1.0 | methods | 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 | pillar | 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 | praise | 1.0.0 |
| prettyunits | 1.0.2 | pROC | 1.15.3 | processx | 3.4.1 |
| prodlim | 2018.04.18 | progreso | 1.2.2 | promises | 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 | readr | 1.3.1 | readxl | 1.3.1 |
| recipes | 0.1.7 | rematch | 1.0.1 | remotes | 2.1.0 |
| reshape2 | 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 |
| scales | 1.0.0 | sessioninfo | 1.1.1 | shiny | 1.4.0 |
| sourcetools | 0.1.7 | sp | 1.3-1 | sparklyr | 1.0.4 |
| SparkR | 2.4.5 | SparseM | 1.77 | spatial | 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 | survival | 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 |
Bibliotecas de Java y Scala instaladas (versión de clúster de Scala 2.11)
| Identificador de grupo | Identificador de artefacto | Versión |
|---|---|---|
| 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 | flujo | 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 | 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 | 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 | 1.9.4 |
| 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-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 | 4.1.42.Final |
| 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 |
| junit | junit | 4,12 |
| log4j | apache-log4j-extras | 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 | 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 | 4.5.6 |
| 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-encoding | 1.10.1.2-databricks4 |
| org.apache.parquet | parquet-format | 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-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 | 9.3.27.v20190418 |
| org.eclipse.jetty | jetty-continuation | 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-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.hamcrest | hamcrest-core | 1.3 |
| org.hamcrest | hamcrest-library | 1.3 |
| 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-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 | 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 |