Databricks Runtime 6.6(지원되지 않음)
Databricks는 2020년 5월에 이 이미지를 릴리스했습니다.
다음은 Apache Spark에서 제공하는 Databricks Runtime 6.6에 대한 릴리스 정보를 제공합니다.
새로운 기능
Delta Lake
- 이제
merge작업을 사용하여 테이블의 스키마를 자동으로 진화시킬 수 있습니다. 이는 변경 데이터를 테이블로 upsert하고 데이터의 스키마가 시간이 지남에 따라 변경되는 시나리오에서 유용합니다. upsert하기 전에 스키마 변경 내용을 검색하고 적용하는 대신merge는 스키마를 발전시키는 동시에 변경 내용을 upsert할 수 있습니다. 이는 테이블의 최상위 열(중첩 열 아님)에만 적용됩니다. Delta Lake 병합을 위한 자동 스키마 진화를 참조하세요. - 일치하는 절만 있는 병합 작업 즉
update및delete작업만 있고insert작업이 없는 병합 작업의 성능이 향상되었습니다. - Hive 메타스토어에서 참조되는 Parquet 테이블은 이제
CONVERT TO DELTA를 사용하는 테이블 식별자를 통해 Delta Lake로 변환할 수 있습니다. 이 기능은 이전에 Databricks Runtime 6.1에서 발표되었지만 Databricks Runtime 6.6에 대한 전체 지원이 지연되었습니다.
개선
Java가 1.8.0_252로 업그레이드됨
업그레이드된 R 라이브러리
설치된 여러 R 라이브러리를 업그레이드했습니다. 설치된 R 라이브러리를 참조하세요.
- sparklyr를 1.1.0에서 1.2.0으로 업그레이드했습니다.
설치된 Python 라이브러리
- kiwisolver를 1.1.0에서 1.2.0으로 업그레이드했습니다.
- pyparsing을 2.4.6에서 2.4.7로 업그레이드했습니다.
Apache Spark
Databricks Runtime 6.6에는 Apache Spark 2.4.5가 포함됩니다. 이 릴리스에는 Databricks Runtime 6.5(지원되지 않음)에 포함된 모든 Spark 수정 및 개선 사항과 Spark에 대한 다음과 같은 추가 버그 수정 및 개선 사항이 포함되어 있습니다.
- [SPARK-30361] [REST] 환경에 대한 정보를 수정하지 않는 URL 모니터링
- [SPARK-31503] [SQL] TRIM 함수의 SQL 문자열 수정
- [SPARK-31256] [SQL] DataFrameNaFunctions.drop은 중첩된 열에 대해 작동해야 함
- [SPARK-31234] [SQL] ResetCommand는 정적 SQL 구성에 영향을 미치지 않아야 함
- [SPARK-31420] [WEBUI] 타임라인 보기 'en'의 로캘 설정
- [SPARK-31441] [PYSPARK][SQL] arrow 실행을 사용하는 toPandas에 대해 중복 열 이름 지원
- [SPARK-31186] [PYSPARK][SQL] toPandas는 중복 열 이름에 오류가 발생하지 않아야 함
- [SPARK-31420] [WEBUI] 작업 세부 정보 페이지에서 무한 타임라인 다시 그리기
- [SPARK-31422] [CORE] 테스트 사례 컴파일 오류 수정
- [SPARK-31422] [CORE] BlockManagerMaster가 중지된 후 BlockManagerSource를 사용할 때 NPE 수정
- [SPARK-31312] [SQL] HiveFunctionWrapper의 UDF 인스턴스에 대한 캐시 클래스 인스턴스
- [SPARK-31101] [BUILD] Janino를 3.0.16으로 업그레이드
- [SPARK-31261] [SQL]
columnNameCorruptRecord지정된 잘못된 csv 입력을 읽을 경우 npe 방지 - [SPARK-30494] [SQL] 기존 보기를 교체하는 동안 캐시된 데이터 누수 수정
- [SPARK-26293] [SQL] 하위 쿼리에 python udf가 있을 경우 예외 캐스팅
- [SPARK-31164] [SQL] 출력에 모든 버킷 열이 포함되지 않는 경우 버킷 테이블에 대한 rdd 및 출력 분할이 일치하지 않음
- [SPARK-31163] [SQL] acl/permission이 있는 TruncateTableCommand가 존재하지 않는 경로를 처리해야 함
- [SPARK-31144] [SQL] QueryExecutionException을 사용하여 QueryExecutionListener를 알리는 래핑 오류
- [SPARK-31095] [BUILD] netty-all을 4.1.47.Final로 업그레이드
- [SPARK-31061] [SQL] 테이블의 공급자 변경 기능 제공
- [SPARK-30941] [PYSPARK] 중복 필드가 있는 경우 asDict에 메모를 추가하여 동작 문서화
- [SPARK-30759] [SC-29843][SQL] StringRegexExpression에서 캐시 초기화 수정
- [SPARK-30998] [SQL] 생성기에 내부 생성기가 중첩된 경우 ClassCastException
- [SPARK-30993] [SQL] 길이(fixed/var) 또는 변경 가능한 형식을 검사할 때 UDT에 해당 sql 형식 사용
- [SPARK-30813] [ML] Matrices.sprand 주석 수정
- [SPARK-29419] [SQL] createDataset(Seq)에서 인코더 스레드 안전 버그 수정
- [SPARK-30759] [SQL] StringRegexExpression에서 캐시 초기화 수정
유지 관리 업데이트
Databricks Runtime 6.6 유지 관리 업데이트를 참조하세요.
시스템 환경
- 운영 체제: Ubuntu 16.04.6 LTS
- Java: 1.8.0_252
- Scala: 2.11.12
- Python: 3.7.3
- R: R 버전 3.6.3(2020-02-29)
- Delta Lake: 0.6.1
참고 항목
Scala 2.12는 Apache Spark 2.4에서 실험적 기능으로 사용할 수 있지만 Databricks Runtime 6.6에서는 지원되지 않습니다.
이 섹션의 내용:
설치된 Python 라이브러리
| 라이브러리 | 버전 | 라이브러리 | 버전 | 라이브러리 | 버전 |
|---|---|---|---|---|---|
| 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 | 암호화 | 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 |
| 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 |
| six | 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 |
설치된 R 라이브러리
R 라이브러리는 Microsoft CRAN(2020-04-22 스냅샷)에서 설치됩니다.
| 라이브러리 | 버전 | 라이브러리 | 버전 | 라이브러리 | 버전 |
|---|---|---|---|---|---|
| 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 | 차량 | 3.0-7 |
| carData | 3.0-3 | 캐럿 | 6.0-86 | cellranger | 1.1.0 |
| chron | 2.3-55 | class | 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 |
| crosstalk | 1.1.0.1 | curl | 4.3 | data.table | 1.12.8 |
| 데이터 세트 | 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 |
| 줄임표 | 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 | 제네릭(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 | graphics | 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 | 주기 | 0.2.0 |
| littler | 0.3.9 | lme4 | 1.1-23 | lubridate | 1.7.8 |
| magrittr | 1.5 | mapproj | 1.2.7 | 맵 | 3.3.0 |
| maptools | 0.9-9 | markdown | 1.1 | MASS | 7.3-51.5 |
| 행렬 | 1.2-18 | MatrixModels | 0.4-1 | memoise | 1.1.0 |
| 메서드 | 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 |
| 진행률 | 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 |
| 통계 | 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 |
설치된 Java 및 Scala 라이브러리(Scala 2.11 클러스터 버전)
| 그룹 ID | 아티팩트 ID | 버전 |
|---|---|---|
| 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-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 | 코어 | 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 | 최근 | 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 | 아이비 | 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 |