Databricks Runtime 6.6 (EoS)
Nota:
El soporte técnico con esta versión de Databricks Runtime ha finalizado. Para obtener la fecha de finalización del soporte técnico, consulte Historial de finalización del soporte técnico. Para ver todas las versiones de Databricks Runtime con soporte técnico, consulte las notas de la versión de Databricks Runtime versiones y compatibilidad.
Databricks publicó esta versión en mayo de 2020.
En las siguientes notas de la versión, se proporciona información sobre Databricks Runtime 6.6, con tecnología de Apache Spark.
Nuevas características
Delta Lake
- Ahora puede desarrollar automáticamente el esquema de la tabla con la operación
merge. Esto es útil en escenarios en los que desea insertar los datos de cambio en una tabla y el esquema de los datos cambia con el tiempo. En lugar de detectar y aplicar los cambios de esquema antes de la inserción o actualización,mergepuede desarrollar simultáneamente el esquema e insertar o actualizar los cambios. Esto solo se aplica a las columnas de nivel superior de la tabla (no a las columnas anidadas). Consulte Evolución automática del esquema para la combinación de Delta Lake. - Se ha mejorado el rendimiento de las operaciones Merge que solo tienen cláusulas coincidentes, es decir, solo tienen las acciones
updateydelete, y ninguna accióninsert. - Ahora, las tablas Parquet a las que se hace referencia en el metastore de Hive se pueden convertir a Delta Lake a través de sus identificadores de tabla utilizando
CONVERT TO DELTA. Aunque esta característica se anunció anteriormente en Databricks Runtime 6.1, la funcionalidad completa se retrasó a Databricks Runtime 6.6.
Mejoras
Se ha actualizado Java a 1.8.0_252
Bibliotecas de R actualizadas
Se han actualizado varias bibliotecas de R instaladas. Consulte Bibliotecas de R instaladas.
- Se ha actualizado sparklyr de 1.1.0 a 1.2.0.
Bibliotecas de Python actualizadas
- Se ha actualizado kiwisolver de 1.1.0 a 1.2.0.
- Se ha actualizado pyparsing de 2.4.6 a 2.4.7.
Spark de Apache
Databricks Runtime 6.6 incluye Apache Spark 2.4.5. En esta versión, se incluyen todas las correcciones y mejoras de Spark que se han incorporado en Databricks Runtime 6.5 (EoS), junto con las siguientes correcciones de errores y mejoras de Spark:
- [SPARK-30361] [REST] La dirección URL de supervisión no redacta información sobre el entorno
- [SPARK-31503] [SQL] Corregir la cadena SQL de las funciones TRIM
- [SPARK-31256] [SQL] DataFrameNaFunctions.drop debería funcionar para columnas anidadas
- [SPARK-31234] [SQL] ResetCommand no debería afectar a la configuración de SQL estática
- [SPARK-31420] [WEBUI] Establecer la configuración regional de la vista de escala de tiempo en “en”
- [SPARK-31441] [PYSPARK][SQL] Admitir nombres de columna duplicados para toPandas con la ejecución de Arrow
- [SPARK-31186] [PYSPARK][SQL] toPandas no debería dar error con los nombres de columna duplicados
- [SPARK-31420] [WEBUI] Bucle infinito al redibujar la escala de tiempo en la página de detalles del trabajo
- [SPARK-31422] [CORE] Corregir un error de compilación de casos de prueba
- [SPARK-31422] [CORE] Corregir NPE cuando se usa BlockManagerSource después de detenerse BlockManagerMaster
- [SPARK-31312][SQL] Almacenar en caché la instancia de Class para la instancia de UDF en HiveFunctionWrapper
- [SPARK-31101] [BUILD] Actualizar Janino a la versión 3.0.16
- [SPARK-31261] [SQL] Evitar NPE al leer una entrada csv incorrecta con
columnNameCorruptRecordespecificado - [SPARK-30494] [SQL] Corregir la filtración de datos almacenados en caché durante el reemplazo de una vista
- [SPARK-26293] Excepción de conversión cuando se tiene UDF de Python en una subconsulta
- [SPARK-31164] [SQL] RDD y particionamiento de salida incoherentes para una tabla en cubo cuando la salida no contiene todas las columnas del cubo
- [SPARK-31163] [SQL] TruncateTableCommand con acl/permission debería controlar una ruta de acceso que no existe
- [SPARK-31144] [SQL] Encapsular un error con QueryExecutionException para informar a QueryExecutionListener
- [SPARK-31095] [BUILD] Actualizar netty-all a la versión 4.1.47.Final
- [SPARK-31061] [SQL] Proporcionar la capacidad de modificar el proveedor de una tabla
- [SPARK-30941] [PYSPARK] Agregar una nota a asDict para documentar su comportamiento cuando hay campos duplicados
- [SPARK-30759] [SC-29843][SQL] Corregir la inicialización de la memoria caché en StringRegexExpression
- [SPARK-30998] [SQL] ClassCastException cuando un generador tiene generadores internos anidados
- [SPARK-30993] [SQL] Usar su tipo SQL para UDT al comprobar el tipo de longitud (fija/variable) y si es mutable
- [SPARK-30813] [ML] Corregir comentarios de Matrices.sprand
- [SPARK-29419] [SQL] Corregir un error de seguridad para subprocesos del codificador en createDataset(Seq)
- [SPARK-30759] [SQL] Corregir la inicialización de la memoria caché en StringRegexExpression
Actualizaciones de mantenimiento
Consulte las actualizaciones de mantenimiento de Databricks Runtime 6.6.
Entorno del sistema
- Sistema operativo: Ubuntu 16.04.6 LTS
- Java: 1.8.0_252
- Scala: 2.11.12
- Python: 3.7.3
- R: Versión R 3.6.3 (29-02-2020)
- Delta Lake: 0.6.1
Nota:
Aunque Scala 2.12 está disponible como característica experimental en Apache Spark 2.4, no se admite en Databricks Runtime 6.6.
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 | ipykernel | 5.1.0 |
| ipython | 7.4.0 | ipython-genutils | 0.2.0 | jedi | 0.13.3 |
| jmespath | 0.9.4 | jupyter-client | 5.2.4 | jupyter-core | 4.4.0 |
| kiwisolver | 1.2.0 | 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 | 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 | 2.4.7 | PySocks | 1.6.8 | python-apt | 1.1.0.b1+ubuntu0.16.04.8 |
| Python-dateutil | 2.8.0 | pytz | 2018.9 | pyzmq | 18.0.0 |
| 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 |
| tornado | 6.0.2 | 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
Las bibliotecas de R se instalan desde la instantánea de Microsoft CRAN del 22-04-2020.
| Biblioteca | Versión | Biblioteca | Versión | Biblioteca | Versión |
|---|---|---|---|---|---|
| abind | 1.4-5 | 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 |
| bitops | 1.0-6 | blob | 1.2.1 | boot | 1.3-23 |
| brew | 1.0-6 | callr | 3.4.3 | automóvil | 3.0-7 |
| carData | 3.0-3 | caret | 6.0-86 | cellranger | 1.1.0 |
| chron | 2.3-55 | clase | 7.3-16 | 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 |
| config | 0,3 | covr | 3.5.0 | crayon | 1.3.4 |
| diafonía | 1.1.0.1 | curl | 4.3 | data.table | 1.12.8 |
| conjuntos de datos | 3.6.3 | DBI | 1.1.0 | dbplyr | 1.4.3 |
| desc | 1.2.0 | devtools | 2.3.0 | digest | 0.6.25 |
| doMC | 1.3.6 | dplyr | 0.8.5 | DT | 0,13 |
| ellipsis | 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 | foreign | 0.8-75 | forge | 0.2.0 |
| fs | 1.4.1 | gbm | 2.1.5 | generics | 0.0.2 |
| ggplot2 | 3.3.0 | gh | 1.1.0 | git2r | 0.26.1 |
| glmnet | 3.0-2 | globals | 0.12.5 | glue | 1.4.0 |
| gower | 0.2.1 | elementos gráficos | 3.6.3 | grDevices | 3.6.3 |
| grid | 3.6.3 | gridExtra | 2.3 | gsubfn | 0.7 |
| gtable | 0.3.0 | h2o | 3.30.0.1 | 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 | 2.23-16 | knitr | 1.28 |
| labeling | 0,3 | later | 1.0.0 | lattice | 0.20-41 |
| lava | 1.6.7 | lazyeval | 0.2.2 | ciclo de vida | 0.2.0 |
| littler | 0.3.9 | lme4 | 1.1-23 | lubridate | 1.7.8 |
| magrittr | 1.5 | mapproj | 1.2.7 | maps | 3.3.0 |
| maptools | 0.9-9 | markdown | 1.1 | MASS | 7.3-51.5 |
| Matriz | 1.2-18 | MatrixModels | 0.4-1 | memoise | 1.1.0 |
| methods | 3.6.3 | mgcv | 1.8-31 | mime | 0.9 |
| minqa | 1.2.4 | ModelMetrics | 1.2.2.2 | munsell | 0.5.0 |
| mvtnorm | 1.1-0 | nlme | 3.1-147 | nloptr | 1.2.2.1 |
| nnet | 7.3-13 | numDeriv | 2016.8-1.1 | openssl | 1.4.1 |
| openxlsx | 4.1.4 | parallel | 3.6.3 | pbkrtest | 0.4-8.6 |
| pillar | 1.4.3 | pkgbuild | 1.0.6 | pkgconfig | 2.0.3 |
| pkgKitten | 0.1.5 | pkgload | 1.0.2 | plogr | 0.2.0 |
| plyr | 1.8.6 | praise | 1.0.0 | prettyunits | 1.1.1 |
| pROC | 1.16.2 | processx | 3.4.2 | prodlim | 2019.11.13 |
| progreso | 1.2.2 | promises | 1.1.0 | proto | 1.0.0 |
| ps | 1.3.2 | purrr | 0.3.4 | quantreg | 5.55 |
| R.methodsS3 | 1.8.0 | R.oo | 1.23.0 | R.utils | 2.9.2 |
| 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 | RcppEigen | 0.3.3.7.0 | RCurl | 1.98-1.2 |
| readr | 1.3.1 | readxl | 1.3.1 | recipes | 0.1.10 |
| rematch | 1.0.1 | rematch2 | 2.1.1 | remotes | 2.1.1 |
| reshape2 | 1.4.4 | rex | 1.2.0 | rio | 0.5.16 |
| rjson | 0.2.20 | rlang | 0.4.5 | RODBC | 1.3-16 |
| roxygen2 | 7.1.0 | rpart | 4.1-15 | rprojroot | 1.3-2 |
| Rserve | 1.8-6 | RSQLite | 2.2.0 | rstudioapi | 0,11 |
| rversions | 2.0.1 | scales | 1.1.0 | sessioninfo | 1.1.1 |
| shape | 1.4.4 | shiny | 1.4.0.2 | sourcetools | 0.1.7 |
| sp | 1.4-1 | sparklyr | 1.2.0 | SparkR | 2.4.5 |
| SparseM | 1,78 | spatial | 7.3-11 | splines | 3.6.3 |
| sqldf | 0.4-11 | SQUAREM | 2020.2 | statmod | 1.4.34 |
| stats | 3.6.3 | stats4 | 3.6.3 | stringi | 1.4.6 |
| stringr | 1.4.0 | survival | 2.44-1.1 | 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 |
| timeDate | 3043.102 | tools | 3.6.3 | usethis | 1.6.0 |
| utf8 | 1.1.4 | utils | 3.6.3 | vctrs | 0.2.4 |
| viridisLite | 0.3.0 | whisker | 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 | 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 | 2.6.7.3 |
| 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 | 2.7 |
| 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.launchdarkly | launchdarkly-java-server-sdk | 4.6.5 |
| 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-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 | 1.0.7 |
| 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 | 4.1.47.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 | 3.0.16 |
| org.codehaus.janino | janino | 3.0.16 |
| 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 |