Databricks Runtime 6.4 (EoS)
注意
对此 Databricks Runtime 版本的支持已结束。 有关终止支持日期，请参阅终止支持历史记录。 有关所有受支持的 Databricks Runtime 版本，请参阅 Databricks Runtime 发行说明版本和兼容性。
Databricks 于 2020 年 2 月发布了此映像。
注意
由于不再支持基础 Ubuntu 操作系统，因此对 Databricks Runtime 6.4 的支持于 2021 年 4 月 1 日终止。 Databricks 建议升级到 Databricks Runtime 7.x 或 8.x，以获取 Apache Spark 3.x 的优势以及这些较新的运行时中内置的许多新功能和改进。
你可以选择迁移到 Databricks Runtime 6.4 外延支持，除了操作系统版本、JDK 和少量 R 和 Python 库之外，它与 Databricks Runtime 6.4 完全相同。 请参阅 Databricks Runtime 6.4 外延支持 (EoS)。
以下发行说明提供了由 Apache Spark 提供支持的 Databricks Runtime 6.4 的相关信息。
新增功能
使用自动加载程序以增量方式处理新的数据文件（公共预览版）
当新数据文件在 ETL 过程中到达云 blob 存储时，你可以借助自动加载程序更高效地以增量方式处理这些数据文件。 这是对基于文件的结构化流式处理的改进，它通过重复列出云目录和跟踪已看到的文件来标识新文件。随着目录的增长，它的效率可能会非常低。 与基于文件通知的结构化流式处理相比，自动加载程序也更方便、更有效，这要求你在云中手动配置文件通知服务，而不允许回填现有文件。 有关详细信息，请参阅什么是自动加载程序？。
通过幂等重试将数据加载到 Delta Lake（公共预览版）
使用 SQL 命令 COPY INTO，可通过幂等重试将数据加载到 Delta Lake。 若要将数据加载到 Delta Lake，现在必须使用 Apache Spark 数据帧 API。 如果在加载过程中出现故障，必须有效地处理它们。 新的 COPY INTO 命令提供了一种熟悉的声明性接口，可供 SQL 用户加载数据。 此命令会跟踪以前加载的文件，在出现故障时你可以安全地重新运行它。
对 Delta 表的所有写入、更新和删除操作的操作指标现显示在表历史记录中
现在，在表的历史记录中，你可以看到对 Delta 表进行的所有写入、更新和删除操作的操作指标（例如，更改的文件和行的数量）。 生成这些指标的功能在默认情况下是禁用的。 若要启用指标生成，请将 Spark 配置 spark.databricks.delta.history.metricsEnabled 设置为 true。
Azure Databricks 笔记本中现已默认启用内联 Matplotlib 图形（公共预览版）
现在，默认情况下已启用“无需将图形传递给 display 方法即可显示 Matplotlib 图形”功能。 有关详细信息，请参阅 Matplotlib。
改进
修复了 Parquet StartsWith 筛选器 bug
修复了由于将筛选器 StartWith 向下推送到 Parquet 而导致的 NullPointerException。 如果 Parquet 文件中的列的大小写不同于外部表中定义的列的大小写，则会出现此问题。
Apache Spark
Databricks Runtime 6.4 包括 Apache Spark 2.4.5。 此版本包括 Databricks Runtime 6.3 (EoS) 中包含的所有 Spark 修复和改进，以及对 Spark 进行的以下其他缺陷修复和改进：
- [SPARK-30657][SPARK-30658][SS] 修复了流式传输限制中的两个 bug [6.x]
- [SPARK-30433][SQL] 优化了收集冲突计划
- [SPARK-30633][SQL] 在类型为 LongType 时将 L 追加到种子
- [SPARK-29777][[SPARKR] 删除对递归调用不再有效的测试
- [SPARK-30645][[SPARKR] 将 Unicode 测试数据移到外部文件
- [SPARK-30630][ML] 弃用 2.4.5 版 GBT 中的 numTrees
- [SPARK-30082][SQL] 在生成替换查询时依赖于 Scala 类型强制转换
- [SPARK-30556][SQL] 将 sparkContext.localproperties 复制到 inSubqueryExec.executionContext 子线程
- [SPARK-30433][SQL] 在 ResolveReferences 中使冲突属性解析具有更大的可伸缩性
- [SPARK-29708][SQL] 更正了复制分组集时的聚合值
- [SPARK-29450][SS] 用追加模式来度量流式处理聚合的输出行数
- [SPARK-30312][SQL] 通过添加
.enabled重命名配置 - [SPARK-30325][CORE] markPartitionCompleted 导致任务状态不一致
- [SPARK-30246][CORE] OneForOneStreamManager 可能会在 connectionTerminated 中泄漏内存
- [SPARK-28152][SQL] 为旧的 MsSqlServerDialect 数字映射添加旧配置文件
- [SPARK-30458][WEBUI] 修复了“阶段”页的时间行中错误的执行程序计算时间
- [SPARK-30312][SQL] 在截断表时保留路径权限和 acl
- [SPARK-30447][SQL] 常数传播为 Null 性问题
- [SPARK-30410][SQL] 计算具有大量分区的表的大小会导致生成大量日志
- [SPARK-30225][CORE] 在 NioBufferedFileInputStream 中更正在 EOF 之后的 read() 行为
- [SPARK-30285][CORE] 修复了 LiveListenerBus#stop 和 AsyncEventQueue#removeListenerOnError 之间的死锁
- [SPARK-26560][SQL] Spark 应能使用 jar 运行 Hive UDF，而不考虑当前线程上下文类加载器如何
- [SPARK-30339][SQL] 避免在函数查找中失败两次
- [SPARK-30269][SQL] 应使用旧分区统计信息来决定是否在分析分区时更新统计信息
- [SPARK-30318][CORE] 将 jetty 升级到 9.3.27.v20190418
- [SPARK-17398][SQL] 修复了在查询已分区的 JSON 表时出现的 ClassCastException
维护更新
请参阅 Databricks Runtime 6.4 维护更新。
系统环境
- 操作系统：Ubuntu 16.04.6 LTS
- Java：1.8.0_252
- Scala：2.11.12
- Python：3.7.3
- R：R 版本 3.6.2 (2019-12-12)
- Delta Lake：0.5.0
注意
尽管 Scala 2.12 已作为实验性功能在 Apache Spark 2.4 中提供，但 Databricks Runtime 6.4 不支持此功能。
本节内容：
已安装的 Python 库
| 库 | 版本 | 库 | 版本 | 库 | 版本 |
|---|---|---|---|---|---|
| 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 | 密码系统 | 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 | 1.1.0 | 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 | 2.4.6 | 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 |
| 请求 | 2.21.0 | s3transfer | 0.2.1 | scikit-learn | 0.20.3 |
| scipy | 1.2.1 | seaborn | 0.9.0 | setuptools | 40.8.0 |
| 6 | 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 |
已安装的 R 库
| 库 | 版本 | 库 | 版本 | 库 | 版本 |
|---|---|---|---|---|---|
| abind | 1.4-5 | askpass | 1.1 | assertthat | 0.2.1 |
| backports | 1.1.5 | base | 3.6.2 | 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 | 启动 | 1.3-23 |
| brew | 1.0-6 | callr | 3.3.2 | 汽车 | 3.0-4 |
| carData | 3.0-2 | caret | 6.0-84 | cellranger | 1.1.0 |
| chron | 2.3-54 | class | 7.3-15 | cli | 1.1.0 |
| clipr | 0.7.0 | clisymbols | 1.2.0 | cluster | 2.1.0 |
| codetools | 0.2-16 | colorspace | 1.4-1 | commonmark | 1.7 |
| compiler | 3.6.2 | config | 0.3 | covr | 3.3.2 |
| crayon | 1.3.4 | crosstalk | 1.0.0 | curl | 4.2 |
| data.table | 1.12.6 | datasets | 3.6.2 | 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 | 评估 | 0.14 |
| fansi | 0.4.0 | fastmap | 1.0.1 | forcats | 0.4.0 |
| foreach | 1.4.7 | foreign | 0.8-75 | 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 |
| graphics | 3.6.2 | grDevices | 3.6.2 | grid | 3.6.2 |
| 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 | lifecycle | 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 | 7.3-51.5 | 矩阵 | 1.2-18 | MatrixModels | 0.4-1 |
| memoise | 1.1.0 | 方法 | 3.6.2 | mgcv | 1.8-31 |
| mime | 0.7 | minqa | 1.2.4 | ModelMetrics | 1.2.2 |
| munsell | 0.5.0 | mvtnorm | 1.0-11 | nlme | 3.1-144 |
| nloptr | 1.2.1 | nnet | 7.3-12 | numDeriv | 2016.8-1.1 |
| openssl | 1.4.1 | openxlsx | 4.1.2 | parallel | 3.6.2 |
| 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 | 进度 | 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 | 3.6.2 | sqldf | 0.4-11 | SQUAREM | 2017.10-1 |
| statmod | 1.4.32 | stats | 3.6.2 | stats4 | 3.6.2 |
| stringi | 1.4.3 | stringr | 1.4.0 | survival | 2.44-1.1 |
| sys | 3.3 | tcltk | 3.6.2 | TeachingDemos | 2.10 |
| testthat | 2.2.1 | tibble | 2.1.3 | tidyr | 1.0.0 |
| tidyselect | 0.2.5 | timeDate | 3043.102 | 工具 | 3.6.2 |
| usethis | 1.5.1 | utf8 | 1.1.4 | utils | 3.6.2 |
| 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 |
已安装的 Java 库和 Scala 库（Scala 2.11 群集版本）
| 组 ID | 项目 ID | 版本 |
|---|---|---|
| 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 | 流 (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 | 2.6.7.1 |
| 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 |