Databricks Runtime 5.4(不受支持)Databricks Runtime 5.4 (Unsupported)

Databricks 于 2019 年 6 月发布了此映像。Databricks released this image in June 2019.

以下发行说明提供了由 Apache Spark 支持的 Databricks Runtime 5.4 的相关信息。The following release notes provide information about Databricks Runtime 5.4, powered by Apache Spark.

新功能New Features

Azure Databricks 上的 Delta Lake 增加了自动优化(公共预览版)Delta Lake on Azure Databricks adds Auto Optimize (Public Preview)

现在,将数据写入云存储时,你需要压缩文件以获得最佳 I/O 性能。Today, when you write data into cloud storage, you need to compact files for optimal I/O performance. 你必须考虑正确的文件大小、压缩文件的频率、要使用的群集的大小,等等。You have to worry about the right file size, how often to compact the files, how big a cluster to use, and so on. 为了解决此类问题,我们非常高兴地介绍通过 Azure Databricks 上的 Delta Lake 进行自动优化的功能。To address this class of problems, we are excited to introduce Auto Optimize with Delta Lake on Azure Databricks. 每次写入到 Delta 表期间,我们都会自动确定正确的文件大小并压缩文件,因此你不必为优化存储布局担忧。During every write to Delta tables, we automatically figure out the right file sizes and compact files so that you don’t have to worry about optimizing the storage layout. 在写入期间,如果 auto-optimize 选项为 true,则 Azure Databricks 会自动确定是否需要优化以及是否优化小文件。During writes, if the auto-optimize option is true, Azure Databricks automatically determines if an optimize is required and optimizes the small files. 有关详细信息,请参阅自动优化For details, see Auto Optimize.

库实用工具已正式发布Library Utilities generally available

库实用工具现在已正式发布。Library Utilities are now generally available. 此功能可让你从笔记本会话范围内操作 Python 库。This feature allows you to manipulate Python libraries from within the scope of a notebook session. 请参阅库实用工具See Library utilities.

Databricks Connect 已正式发布Databricks Connect generally available

Databricks Connect 现在已正式发布。Databricks Connect is now generally available. 此功能是一个 Spark 客户端库,可用来将你喜欢的 IDE(IntelliJ、Eclipse、PyCharm、RStudio)、笔记本服务器(Zeppelin、Jupyter)和其他自定义应用程序连接到 Azure Databricks 群集,并运行 Spark 代码。This feature is a Spark client library that lets you connect your favorite IDE (IntelliJ, Eclipse, PyCharm, RStudio), notebook server (Zeppelin, Jupyter), and other custom applications to Azure Databricks clusters and run Spark code. 请参阅 Databricks ConnectSee Databricks Connect.

二进制文件数据源Binary file data source

二进制文件数据源读取二进制文件并将每个文件转换为包含该文件的原始内容和元数据的单个记录。The binary file data source reads binary files and converts each file into a single record that contains the raw content and metadata of the file. 你现在可以将任意文件有效地读入 Spark 数据帧,无需访问文件的内容。You can now efficiently read arbitrary files into a Spark DataFrame without visiting the content of the files. 如果要使用 Spark 加载大型文件(例如图像)来进行评分,这将特别有用。This is especially helpful if you want to use Spark to load large files, such as images, for scoring. 请参阅二进制文件See Binary file.

改进Improvements

增量缓存Delta cache

现在,Lsv2 实例预配置了 Delta 缓存The Delta cache is now preconfigured for Lsv2 instances. 但是,默认情况下不会启用缓存。However, the cache is not enabled by default. 有关如何启用 Delta 缓存的信息,请参阅启用 Delta 缓存See Enable the Delta cache for information about how to enable it.

Azure Data Lake Storage Gen2 Azure AD 凭据直通身份验证Azure Data Lake Storage Gen2 Azure AD credential passthrough

现在支持 DBFS 通过 Azure AD 凭据直通身份验证装载 Azure Data Lake Storage (ADLS) Gen2 文件系统。DBFS mount of Azure Data Lake Storage (ADLS) Gen2 filesystem with Azure AD credential passthrough is now supported. 请参阅使用凭据直通身份验证将 Azure Data Lake Storage 装载到 DBFSSee Mount Azure Data Lake Storage to DBFS using credential passthrough.

已将 R 升级到 3.6.0Upgraded R to 3.6.0

R 基础映像已从 3.5.2 升级到 3.6.0。R base is upgraded from 3.5.2 to 3.6.0.

Apache SparkApache Spark

Databricks Runtime 5.4 包括 Apache Spark 2.4.3。Databricks Runtime 5.4 includes Apache Spark 2.4.3. 此版本包括 Databricks Runtime 5.3(不受支持)中包含的所有 Spark 修复和改进,以及对 Spark 进行的以下其他 bug 修复和改进:This release includes all Spark fixes and improvements included in Databricks Runtime 5.3 (Unsupported), as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-27596][SQL] JDBC“query”选项不适用于 Oracle 数据库[SPARK-27596][SQL] The JDBC ‘query’ option doesn’t work for Oracle database
  • [SPARK-27240][PYTHON] 在标量 pandas UDF 中使用 pandas 数据帧作为结构类型参数。[SPARK-27240][PYTHON] Use pandas DataFrame for struct type argument in Scalar pandas UDF.
  • [SPARK-26745][SQL][TESTS] JsonSuite 测试案例:空行 -> 0 个记录数[SPARK-26745][SQL][TESTS] JsonSuite test case: empty line -> 0 record count
  • [SPARK-25535][CORE] 解决 commons-crypto 中不当的错误处理。[SPARK-25535][CORE] Work around bad error handling in commons-crypto.
  • [SPARK-26891][YARN] 修复 YarnSchedulerBackendSuite 中的不可靠测试[SPARK-26891][YARN] Fixing flaky test in YarnSchedulerBackendSuite
  • [SPARK-27563][SQL][TEST] 在 HiveExternalCatalogVersionsSuite 中自动获取最新的 Spark 版本[SPARK-27563][SQL][TEST] automatically get the latest Spark versions in HiveExternalCatalogVersionsSuite
  • [SPARK-27494][SS] Null 值在 Kafka source v2 中不起作用[SPARK-27494][SS] Null values don’t work in Kafka source v2
  • [SPARK-27550][TEST] 对于 Scala-2.12,将 test-dependencies.sh 修复为不使用 kafka-0-8 配置文件[SPARK-27550][TEST] Fix test-dependencies.sh not to use kafka-0-8 profile for Scala-2.12
  • [SPARK-26992][STS] 修复 STS 计划程序池,使之能够正确传递[SPARK-26992][STS] Fix STS scheduler pool correct delivery
  • [SPARK-27544][PYTHON][TEST] 修复 Python 测试脚本,使之能够在 Scala-2.12 内部版本上工作[SPARK-27544][PYTHON][TEST] Fix Python test script to work on Scala-2.12 build
  • [SPARK-27539][SQL] 修复了对包含 null 值的列进行的不准确的聚合 outputRows 估计[SPARK-27539][SQL] Fix inaccurate aggregate outputRows estimation with column containing null values
  • [SPARK-27469][BUILD] 将 commons-beanutils deps 统一为最新的 1.9.3[SPARK-27469][BUILD] Unify commons-beanutils deps to latest 1.9.3
  • [SPARK-27419][FOLLOWUP][DOCS] 向迁移指南添加有关 spark.executor.heartbeatInterval 更改的说明[SPARK-27419][FOLLOWUP][DOCS] Add note about spark.executor.heartbeatInterval change to migration guide
  • [SPARK-27496][CORE] 严重错误还应发送回发送方[SPARK-27496][CORE] Fatal errors should also be sent back to the sender
  • [SPARK-25079][PYTHON] 将 python3 可执行文件更新到 3.6.x[SPARK-25079][PYTHON] update python3 executable to 3.6.x
  • [SPARK-27163][PYTHON] 清理和合并 pandas UDF 功能[SPARK-27163][PYTHON] Cleanup and consolidate pandas UDF functionality
  • [SPARK-27403][SQL] 修复 updateTableStats,以始终将表统计信息更新为新状态或 None[SPARK-27403][SQL] Fix updateTableStats to update table stats always with new stats or None
  • [SPARK-27479][BUILD] 隐藏 org.apache.spark.util.kvstore 的 API 文档[SPARK-27479][BUILD] Hide API docs for org.apache.spark.util.kvstore
  • [SPARK-27446][R] 请使用现有 Spark 配置文件(如果可用)。[SPARK-27446][R] Use existing spark conf if available.
  • [SPARK-27453] 在 DataFrameWriter 中将 partitionBy 作为选项传递[SPARK-27453] Pass partitionBy as options in DataFrameWriter
  • [SPARK-27454][SPARK-27454][HOT-FIX][ML][SQL] Cherrypick(修复 Spark 图像数据源在遇到某些非法图像时失败)[SPARK-27454][SPARK-27454][HOT-FIX][ML][SQL] Cherrypick (Fix in Spark image datasource fail when encounter some illegal images)
  • [SPARK-27351][SQL] 对仅包含 null 值的列执行 AggregateEstimation 后出现错误的 outputRows 估计值[SPARK-27351][SQL] Wrong outputRows estimation after AggregateEstimation with only null value column
  • [SPARK-27314][SQL] 为联合删除重复的 exprId。[SPARK-27314][SQL] Deduplicate exprIds for Union.
  • [SPARK-27394][WEBUI] 当收到 SparkListenerExecutorMetricsUpdate 时根据需要刷新 LiveEntity (backport 2.4)[SPARK-27394][WEBUI] Flush LiveEntity if necessary when receiving SparkListenerExecutorMetricsUpdate (backport 2.4)
  • [SPARK-27406][SQL] 当两台计算机具有不同的 Oops 大小时,UnsafeArrayData 序列化中断[SPARK-27406][SQL] UnsafeArrayData serialization breaks when two machines have different Oops size
  • [SPARK-27419][CORE] 避免将检测信号间隔强制转换为秒 (2.4)[SPARK-27419][CORE] Avoid casting heartbeat interval to seconds (2.4)
  • [SPARK-27391][SS] 在 ContinuousExecution 作业中不初始化惰性 val。[SPARK-27391][SS] Don’t initialize a lazy val in ContinuousExecution job.
  • [SPARK-27390][CORE][SQL][TEST] 修复包名称不匹配问题[SPARK-27390][CORE][SQL][TEST] Fix package name mismatch
  • [SPARK-27358][UI] 将 jquery 更新到 1.12.x 以获取安全修补程序[SPARK-27358][UI] Update jquery to 1.12.x to pick up security fixes
  • [SPARK-27216][CORE] 将 RoaringBitmap 升级到 0.7.45 以修复 Kryo 不安全的 ser/dser 问题[SPARK-27216][CORE] Upgrade RoaringBitmap to 0.7.45 to fix Kryo unsafe ser/dser issue
  • [SPARK-27382][SQL][TEST] 在 HiveExternalCatalogVersionsSuite 中更新 Spark 2.4.x 测试[SPARK-27382][SQL][TEST] Update Spark 2.4.x testing in HiveExternalCatalogVersionsSuite
  • [SPARK-27338][CORE] 修复 UnsafeeExternalSorter 和 TaskMemoryManager 之间的死锁[SPARK-27338][CORE] Fix deadlock between UnsafeExternalSorter and TaskMemoryManager
  • [SPARK-27338][CORE][FOLLOWUP] 删除尾随空格[SPARK-27338][CORE][FOLLOWUP] remove trailing space
  • [SPARK-27338][CORE] 修复同时锁定 UnsafeExternalSorter.SpillableIterator 和 TaskMemoryManager 时 UnsafeExternalSorter.SpillableIterator 中出现的死锁[SPARK-27338][CORE] Fix deadlock in UnsafeExternalSorter.SpillableIterator when locking both UnsafeExternalSorter.SpillableIterator and TaskMemoryManager
  • [SPARK-27346][SQL] 为 ExpressionInfo 中的“examples”字段放宽新行断言条件[SPARK-27346][SQL] Loosen the newline assert condition on ‘examples’ field in ExpressionInfo
  • [SPARK-26998][CORE] 从执行程序中删除 SSL 配置[SPARK-26998][CORE] Remove SSL configuration from executors
  • [SPARK-27244][CORE][TEST][FOLLOWUP] toDebugString 编辑敏感信息[SPARK-27244][CORE][TEST][FOLLOWUP] toDebugString redacts sensitive information
  • [SPARK-27267][FOLLOWUP] 更新 hadoop-2.6 依赖关系清单[SPARK-27267][FOLLOWUP] Update hadoop-2.6 dependency manifest
  • [SPARK-27267][CORE] 更新 snappy 以避免在解压缩空序列化数据时出现错误[SPARK-27267][CORE] Update snappy to avoid error when decompressing empty serialized data
  • [SPARK-27301][DSTREAM] 将文件系统缓存生命周期缩短到清理方法内部范围[SPARK-27301][DSTREAM] Shorten the FileSystem cached life cycle to the cleanup method inner scope
  • [SPARK-27244][CORE] 在使用 logConf=true 选项时编辑密码[SPARK-27244][CORE] Redact Passwords While Using Option logConf=true
  • [SPARK-26208][SQL] 当 header=true 时向空 csv 文件添加标题[SPARK-26208][SQL] add headers to empty csv files when header=true
  • [SPARK-27275][CORE] 修复 EncryptedMessage.transferTo 中的潜在损坏 (2.4)[SPARK-27275][CORE] Fix potential corruption in EncryptedMessage.transferTo (2.4)
  • [SPARK-23836][PYTHON] 添加对 Scalar pandas UDF 中的 StructType 返回值的支持[SPARK-23836][PYTHON] Add support for StructType return in Scalar pandas UDF
  • [SPARK-26961][CORE] 启用并行类加载功能[SPARK-26961][CORE] Enable parallel classloading capability
  • [SPARK-27274][DOCS] 修复 2.4.1+ 文档中对 scala 2.11 的引用;2.4.1+ 中弃用了 Note 2.11 支持[SPARK-27274][DOCS] Fix references to scala 2.11 in 2.4.1+ docs; Note 2.11 support is deprecated in 2.4.1+
  • [SPARK-27198][CORE] 驱动程序和执行程序中的检测信号间隔不匹配[SPARK-27198][CORE] Heartbeat interval mismatch in driver and executor
  • [SPARK-27094][YARN] 解决 RackResolver 忽略线程中断的问题。[SPARK-27094][YARN] Work around RackResolver swallowing thread interrupt.
  • [SPARK-24935][SQL] 修复具有两个聚合缓冲区的 Hive UDAF[SPARK-24935][SQL] fix Hive UDAF with two aggregation buffers
  • [SPARK-27160][SQL] 修复构建 orc 筛选器时的 DecimalType[SPARK-27160][SQL] Fix DecimalType when building orc filters
  • [SPARK-26606][CORE] 在通过旧式客户端提交到独立群集模式时正确处理驱动程序选项[SPARK-26606][CORE] Handle driver options properly when submitting to standalone cluster mode via legacy Client
  • [SPARK-27221][SQL] 改进 TreeNode.parseToJson 中的断言错误消息 (5.x)[SPARK-27221][SQL] Improve the assert error message in TreeNode.parseToJson (5.x)
  • [SPARK-27102][R][PYTHON][CORE] 在 R 的 Scala 代码中删除对 Python 的 Scala 代码的引用[SPARK-27102][R][PYTHON][CORE] Remove the references to Python’s Scala codes in R’s Scala codes
  • [SPARK-27159][SQL] 更新 mssql server 方言以支持二进制类型[SPARK-27159][SQL] update mssql server dialect to support binary type
  • [SPARK-27112][CORE]:在线程之间创建资源排序,以解决尝试终止执行程序(由于进行了动态分配或被列入了阻止列表)时遇到的死锁。[SPARK-27112][CORE] : Create a resource ordering between threads to resolve the deadlocks encountered when trying to kill executors either due to dynamic allocation or blacklisting
  • [SPARK-27178][K8S] 添加 nss 包以修复测试[SPARK-27178][K8S] adding nss package to fix tests
  • [SPARK-27045][SQL] UI 中的 SQL 选项卡显示 SparkSQLDriver 的实际 SQL 而不是 callsite[SPARK-27045][SQL] SQL tab in UI shows actual SQL instead of callsite in case of SparkSQLDriver
  • [SPARK-27119][SQL] 通过原生数据源读取 Hive serde 表时不推断架构[SPARK-27119][SQL] Do not infer schema when reading Hive serde table with native data source
  • [SPARK-27165][SPARK-27107][BUILD][SQL] 将 Apache ORC 升级到 1.5.5[SPARK-27165][SPARK-27107][BUILD][SQL] Upgrade Apache ORC to 1.5.5
  • [SPARK-26742][K8S] 将 k8s 客户端版本更新到 4.1.2[SPARK-26742][K8S] Update k8s client version to 4.1.2
  • [SPARK-26927][CORE] 确保在动态分配管理器中处理事件时执行程序处于活动状态。[SPARK-26927][CORE] Ensure executor is active when processing events in dynamic allocation manager.
  • [SPARK-27097][CHERRY-PICK 2.4] 避免在整个阶段生成的代码中直接嵌入依赖于平台的偏移量[SPARK-27097][CHERRY-PICK 2.4] Avoid embedding platform-dependent offsets literally in whole-stage generated code
  • [SPARK-27111][SS] 修复连续查询可能会因 InterruptedException 而失败的争用 (5.x)[SPARK-27111][SS] Fix a race that a continuous query may fail with InterruptedException (5.x)
  • [SPARK-27111][SS] 修复连续查询可能会因 InterruptedException 而失败的争用[SPARK-27111][SS] Fix a race that a continuous query may fail with InterruptedException
  • [SPARK-27080][SQL] bug 修复:包含统一小写比较的 mergeWithMetastoreSchema[SPARK-27080][SQL] bug fix: mergeWithMetastoreSchema with uniform lower case comparison
  • [SPARK-26604][CORE] 清理 StreamManager 的通道注册[SPARK-26604][CORE] Clean up channel registration for StreamManager
  • [SPARK-27016][SQL][BUILD] 从 SQL 语法文件生成分析程序时将所有 antlr 警告视为错误[SPARK-27016][SQL][BUILD] Treat all antlr warnings as errors while generating parser from the sql grammar file
  • [SPARK-25863][SPARK-21871][SQL] 检查代码大小统计信息是否为空或不在 updateAndGetCompilationStats 中[SPARK-25863][SPARK-21871][SQL] Check if code size statistics is empty or not in updateAndGetCompilationStats
  • [SPARK-27078][SQL] 修复读取 Hive 具体化视图时的 NoSuchFieldError[SPARK-27078][SQL] Fix NoSuchFieldError when read Hive materialized views
  • [SPARK-27019][SQL][WEBUI] 在 onExecutionEnd 后发生的 onJobStart 不应覆盖 kvstore[SPARK-27019][SQL][WEBUI] onJobStart happens after onExecutionEnd shouldn’t overwrite kvstore
  • [SPARK-27065][CORE] 避免一个阶段多个活动任务集管理器[SPARK-27065][CORE] avoid more than one active task set managers for a stage
  • [SPARK-24669][SQL] 在使用 DROP DATABASE CASCADE 的情况下使表失效[SPARK-24669][SQL] Invalidate tables in case of DROP DATABASE CASCADE
  • [SPARK-26932][DOC] 为 Hive 2.1.1 ORC 读取器问题添加警告[SPARK-26932][DOC] Add a warning for Hive 2.1.1 ORC reader issue
  • [SPARK-25139][SPARK-18406][CORE] 避免 NonFatals 在 PythonRunner 中终止执行程序[SPARK-25139][SPARK-18406][CORE] Avoid NonFatals to kill the Executor in PythonRunner

维护更新Maintenance updates

请参阅 Databricks Runtime 5.4 维护更新See Databricks Runtime 5.4 maintenance updates.

系统环境System environment

  • 操作系统:Ubuntu 16.04.6 LTSOperating System: Ubuntu 16.04.6 LTS
  • Java:1.8.0_191Java: 1.8.0_191
  • Scala:2.11.12Scala: 2.11.12
  • Python:2.7.12 适用于 Python 2 群集,3.5.2 适用于 Python 3 群集。Python: 2.7.12 for Python 2 clusters and 3.5.2 for Python 3 clusters. 有关详细信息,请参阅 Python 版本For details, see Python version.
  • R:R 版本 3.6.0 (2019-04-26)R: R version 3.6.0 (2019-04-26)
  • GPU 群集:安装了以下 NVIDIA GPU 库:GPU clusters: The following NVIDIA GPU libraries are installed:
    • Tesla 驱动程序 375.66Tesla driver 375.66
    • CUDA 9.0CUDA 9.0
    • cuDNN 7.0cuDNN 7.0

备注

尽管 Apache Spark 2.4 支持 Scala 2.12,但 Databricks Runtime 5.4 不支持它。Although Scala 2.12 is supported in Apache Spark 2.4, it is not supported in Databricks Runtime 5.4.

已安装的 Python 库Installed Python libraries

Library 版本Version Library 版本Version Library 版本Version
ansi2htmlansi2html 1.1.11.1.1 argparseargparse 1.2.11.2.1 backports-abcbackports-abc 0.50.5
botoboto 2.42.02.42.0 boto3boto3 1.4.11.4.1 botocorebotocore 1.4.701.4.70
brewer2mplbrewer2mpl 1.4.11.4.1 certificertifi 2016.2.282016.2.28 cfficffi 1.7.01.7.0
chardetchardet 2.3.02.3.0 coloramacolorama 0.3.70.3.7 configobjconfigobj 5.0.65.0.6
密码系统cryptography 1.51.5 cyclercycler 0.10.00.10.0 CythonCython 0.24.10.24.1
decoratordecorator 4.0.104.0.10 docutilsdocutils 0.140.14 enum34enum34 1.1.61.1.6
et-xmlfileet-xmlfile 1.0.11.0.1 freetype-pyfreetype-py 1.0.21.0.2 funcsigsfuncsigs 1.0.21.0.2
fusepyfusepy 2.0.42.0.4 Futurefutures 3.2.03.2.0 ggplotggplot 0.6.80.6.8
html5libhtml5lib 0.9990.999 idnaidna 2.12.1 ipaddressipaddress 1.0.161.0.16
ipythonipython 2.2.02.2.0 ipython-genutilsipython-genutils 0.1.00.1.0 jdcaljdcal 1.21.2
Jinja2Jinja2 2.82.8 jmespathjmespath 0.9.00.9.0 llvmlitellvmlite 0.13.00.13.0
lxmllxml 3.6.43.6.4 MarkupSafeMarkupSafe 0.230.23 matplotlibmatplotlib 1.5.31.5.3
mpld3mpld3 0.20.2 msgpack-pythonmsgpack-python 0.4.70.4.7 ndg-httpsclientndg-httpsclient 0.3.30.3.3
numbanumba 0.28.10.28.1 numpynumpy 1.11.11.11.1 openpyxlopenpyxl 2.3.22.3.2
pandaspandas 0.19.20.19.2 pathlib2pathlib2 2.1.02.1.0 patsypatsy 0.4.10.4.1
pexpectpexpect 4.0.14.0.1 picklesharepickleshare 0.7.40.7.4 PillowPillow 3.3.13.3.1
pippip 19.1.119.1.1 plyply 3.93.9 prompt-toolkitprompt-toolkit 1.0.71.0.7
psycopg2psycopg2 2.6.22.6.2 ptyprocessptyprocess 0.5.10.5.1 py4jpy4j 0.10.30.10.3
pyarrowpyarrow 0.8.00.8.0 pyasn1pyasn1 0.1.90.1.9 pycparserpycparser 2.142.14
PygmentsPygments 2.1.32.1.3 PyGObjectPyGObject 3.20.03.20.0 pyOpenSSLpyOpenSSL 16.0.016.0.0
pyparsingpyparsing 2.2.02.2.0 pypngpypng 0.0.180.0.18 PythonPython 2.7.122.7.12
python-dateutilpython-dateutil 2.5.32.5.3 python-geohashpython-geohash 0.8.50.8.5 pytzpytz 2016.6.12016.6.1
请求requests 2.11.12.11.1 s3transfers3transfer 0.1.90.1.9 scikit-learnscikit-learn 0.18.10.18.1
scipyscipy 0.18.10.18.1 scourscour 0.320.32 seabornseaborn 0.7.10.7.1
setuptoolssetuptools 41.0.141.0.1 simplejsonsimplejson 3.8.23.8.2 simples3simples3 1.01.0
singledispatchsingledispatch 3.4.0.33.4.0.3 6six 1.10.01.10.0 statsmodelsstatsmodels 0.6.10.6.1
tornadotornado 5.1.15.1.1 traitletstraitlets 4.3.04.3.0 urllib3urllib3 1.19.11.19.1
virtualenvvirtualenv 16.1.016.1.0 wcwidthwcwidth 0.1.70.1.7 wheelwheel 0.33.30.33.3
wsgirefwsgiref 0.1.20.1.2

已安装的 R 库 Installed R libraries

Library 版本Version Library 版本Version Library 版本Version
abindabind 1.4-51.4-5 askpassaskpass 1.11.1 assertthatassertthat 0.2.10.2.1
backportsbackports 1.1.31.1.3 basebase 3.6.03.6.0 base64encbase64enc 0.1-30.1-3
BHBH 1.69.0-11.69.0-1 bitbit 1.1-141.1-14 bit64bit64 0.9-70.9-7
bitopsbitops 1.0-61.0-6 blobblob 1.1.11.1.1 bootboot 1.3-201.3-20
brewbrew 1.0-61.0-6 callrcallr 3.2.03.2.0 carcar 3.0-23.0-2
carDatacarData 3.0-23.0-2 caretcaret 6.0-826.0-82 cellrangercellranger 1.1.01.1.0
chronchron 2.3-532.3-53 classclass 7.3-157.3-15 clicli 1.1.01.1.0
cliprclipr 0.5.00.5.0 clisymbolsclisymbols 1.2.01.2.0 clustercluster 2.0.82.0.8
codetoolscodetools 0.2-160.2-16 colorspacecolorspace 1.4-11.4-1 commonmarkcommonmark 1.71.7
compilercompiler 3.6.03.6.0 configconfig 0.30.3 crayoncrayon 1.3.41.3.4
curlcurl 3.33.3 data.tabledata.table 1.12.01.12.0 datasetsdatasets 3.6.03.6.0
DBIDBI 1.0.01.0.0 dbplyrdbplyr 1.3.01.3.0 descdesc 1.2.01.2.0
devtoolsdevtools 2.0.12.0.1 digestdigest 0.6.180.6.18 doMCdoMC 1.3.51.3.5
dplyrdplyr 0.8.0.10.8.0.1 ellipsisellipsis 0.1.00.1.0 fansifansi 0.4.00.4.0
forcatsforcats 0.4.00.4.0 foreachforeach 1.4.41.4.4 foreignforeign 0.8-710.8-71
forgeforge 0.2.00.2.0 fsfs 1.2.71.2.7 gbmgbm 2.1.52.1.5
genericsgenerics 0.0.20.0.2 ggplot2ggplot2 3.1.03.1.0 ghgh 1.0.11.0.1
git2rgit2r 0.25.20.25.2 glmnetglmnet 2.0-162.0-16 glueglue 1.3.11.3.1
gowergower 0.2.00.2.0 graphicsgraphics 3.6.03.6.0 grDevicesgrDevices 3.6.03.6.0
gridgrid 3.6.03.6.0 gridExtragridExtra 2.32.3 gsubfngsubfn 0.70.7
gtablegtable 0.3.00.3.0 h2oh2o 3.22.1.13.22.1.1 havenhaven 2.1.02.1.0
hmshms 0.4.20.4.2 htmltoolshtmltools 0.3.60.3.6 htmlwidgetshtmlwidgets 1.31.3
httrhttr 1.4.01.4.0 hwriterhwriter 1.3.21.3.2 hwriterPlushwriterPlus 1.0-31.0-3
iniini 0.3.10.3.1 ipredipred 0.9-80.9-8 iteratorsiterators 1.0.101.0.10
jsonlitejsonlite 1.61.6 KernSmoothKernSmooth 2.23-152.23-15 labelinglabeling 0.30.3
latticelattice 0.20-380.20-38 lavalava 1.6.51.6.5 lazyevallazyeval 0.2.20.2.2
littlerlittler 0.3.70.3.7 lme4lme4 1.1-211.1-21 lubridatelubridate 1.7.41.7.4
magrittrmagrittr 1.51.5 mapprojmapproj 1.2.61.2.6 mapsmaps 3.3.03.3.0
maptoolsmaptools 0.9-50.9-5 MASSMASS 7.3-51.17.3-51.1 矩阵Matrix 1.2-171.2-17
MatrixModelsMatrixModels 0.4-10.4-1 memoisememoise 1.1.01.1.0 方法methods 3.6.03.6.0
mgcvmgcv 1.8-281.8-28 mimemime 0.60.6 minqaminqa 1.2.41.2.4
ModelMetricsModelMetrics 1.2.21.2.2 munsellmunsell 0.5.00.5.0 mvtnormmvtnorm 1.0-101.0-10
nlmenlme 3.1-1393.1-139 nloptrnloptr 1.2.11.2.1 nnetnnet 7.3-127.3-12
numDerivnumDeriv 2016.8-12016.8-1 opensslopenssl 1.31.3 openxlsxopenxlsx 4.1.04.1.0
parallelparallel 3.6.03.6.0 pbkrtestpbkrtest 0.4-70.4-7 pillarpillar 1.3.11.3.1
pkgbuildpkgbuild 1.0.31.0.3 pkgconfigpkgconfig 2.0.22.0.2 pkgKittenpkgKitten 0.1.40.1.4
pkgloadpkgload 1.0.21.0.2 plogrplogr 0.2.00.2.0 plyrplyr 1.8.41.8.4
praisepraise 1.0.01.0.0 prettyunitsprettyunits 1.0.21.0.2 pROCpROC 1.14.01.14.0
processxprocessx 3.3.03.3.0 prodlimprodlim 2018.04.182018.04.18 进度progress 1.2.01.2.0
protoproto 1.0.01.0.0 psps 1.3.01.3.0 purrrpurrr 0.3.20.3.2
quantregquantreg 5.385.38 R.methodsS3R.methodsS3 1.7.11.7.1 R.ooR.oo 1.22.01.22.0
R.utilsR.utils 2.8.02.8.0 r2d3r2d3 0.2.30.2.3 R6R6 2.4.02.4.0
randomForestrandomForest 4.6-144.6-14 rappdirsrappdirs 0.3.10.3.1 rcmdcheckrcmdcheck 1.3.21.3.2
RColorBrewerRColorBrewer 1.1-21.1-2 RcppRcpp 1.0.11.0.1 RcppEigenRcppEigen 0.3.3.5.00.3.3.5.0
RcppRollRcppRoll 0.3.00.3.0 RCurlRCurl 1.95-4.121.95-4.12 readrreadr 1.3.11.3.1
readxlreadxl 1.3.11.3.1 recipesrecipes 0.1.50.1.5 rematchrematch 1.0.11.0.1
remotesremotes 2.0.22.0.2 reshape2reshape2 1.4.31.4.3 riorio 0.5.160.5.16
rlangrlang 0.3.30.3.3 RODBCRODBC 1.3-151.3-15 roxygen2roxygen2 6.1.16.1.1
rpartrpart 4.1-154.1-15 rprojrootrprojroot 1.3-21.3-2 RserveRserve 1.8-61.8-6
RSQLiteRSQLite 2.1.12.1.1 rstudioapirstudioapi 0.100.10 scalesscales 1.0.01.0.0
sessioninfosessioninfo 1.1.11.1.1 spsp 1.3-11.3-1 sparklyrsparklyr 1.0.01.0.0
SparkRSparkR 2.4.32.4.3 SparseMSparseM 1.771.77 spatialspatial 7.3-117.3-11
splinessplines 3.6.03.6.0 sqldfsqldf 0.4-110.4-11 SQUAREMSQUAREM 2017.10-12017.10-1
statmodstatmod 1.4.301.4.30 statsstats 3.6.03.6.0 stats4stats4 3.6.03.6.0
stringistringi 1.4.31.4.3 stringrstringr 1.4.01.4.0 survivalsurvival 2.43-32.43-3
syssys 3.13.1 tcltktcltk 3.6.03.6.0 TeachingDemosTeachingDemos 2.102.10
testthattestthat 2.0.12.0.1 tibbletibble 2.1.12.1.1 tidyrtidyr 0.8.30.8.3
tidyselecttidyselect 0.2.50.2.5 timeDatetimeDate 3043.1023043.102 工具tools 3.6.03.6.0
usethisusethis 1.4.01.4.0 utf8utf8 1.1.41.1.4 utilsutils 3.6.03.6.0
viridisLiteviridisLite 0.3.00.3.0 whiskerwhisker 0.3-20.3-2 withrwithr 2.1.22.1.2
xml2xml2 1.2.01.2.0 xopenxopen 1.0.01.0.0 yamlyaml 2.2.02.2.0
zipzip 2.0.12.0.1

已安装的 Java 库和 Scala 库(Scala 2.11 群集版本)Installed Java and Scala libraries (Scala 2.11 cluster version)

组 IDGroup ID 项目 IDArtifact ID 版本Version
antlrantlr antlrantlr 2.7.72.7.7
com.amazonawscom.amazonaws amazon-kinesis-clientamazon-kinesis-client 1.8.101.8.10
com.amazonawscom.amazonaws aws-java-sdk-autoscalingaws-java-sdk-autoscaling 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-cloudformationaws-java-sdk-cloudformation 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-cloudfrontaws-java-sdk-cloudfront 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-cloudhsmaws-java-sdk-cloudhsm 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-cloudsearchaws-java-sdk-cloudsearch 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-cloudtrailaws-java-sdk-cloudtrail 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-cloudwatchaws-java-sdk-cloudwatch 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-cloudwatchmetricsaws-java-sdk-cloudwatchmetrics 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-codedeployaws-java-sdk-codedeploy 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-cognitoidentityaws-java-sdk-cognitoidentity 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-cognitosyncaws-java-sdk-cognitosync 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-configaws-java-sdk-config 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-coreaws-java-sdk-core 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-datapipelineaws-java-sdk-datapipeline 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-directconnectaws-java-sdk-directconnect 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-directoryaws-java-sdk-directory 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-dynamodbaws-java-sdk-dynamodb 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-ec2aws-java-sdk-ec2 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-ecsaws-java-sdk-ecs 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-efsaws-java-sdk-efs 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-elasticacheaws-java-sdk-elasticache 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-elasticbeanstalkaws-java-sdk-elasticbeanstalk 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-elasticloadbalancingaws-java-sdk-elasticloadbalancing 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-elastictranscoderaws-java-sdk-elastictranscoder 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-emraws-java-sdk-emr 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-glacieraws-java-sdk-glacier 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-glueaws-java-sdk-glue 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-iamaws-java-sdk-iam 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-importexportaws-java-sdk-importexport 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-kinesisaws-java-sdk-kinesis 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-kmsaws-java-sdk-kms 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-lambdaaws-java-sdk-lambda 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-logsaws-java-sdk-logs 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-machinelearningaws-java-sdk-machinelearning 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-opsworksaws-java-sdk-opsworks 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-rdsaws-java-sdk-rds 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-redshiftaws-java-sdk-redshift 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-route53aws-java-sdk-route53 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-s3aws-java-sdk-s3 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-sesaws-java-sdk-ses 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-simpledbaws-java-sdk-simpledb 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-simpleworkflowaws-java-sdk-simpleworkflow 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-snsaws-java-sdk-sns 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-sqsaws-java-sdk-sqs 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-ssmaws-java-sdk-ssm 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-storagegatewayaws-java-sdk-storagegateway 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-stsaws-java-sdk-sts 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-supportaws-java-sdk-support 1.11.3131.11.313
com.amazonawscom.amazonaws aws-java-sdk-swf-librariesaws-java-sdk-swf-libraries 1.11.221.11.22
com.amazonawscom.amazonaws aws-java-sdk-workspacesaws-java-sdk-workspaces 1.11.3131.11.313
com.amazonawscom.amazonaws jmespath-javajmespath-java 1.11.3131.11.313
com.carrotsearchcom.carrotsearch hppchppc 0.7.20.7.2
com.chuusaicom.chuusai shapeless_2.11shapeless_2.11 2.3.22.3.2
com.clearspring.analyticscom.clearspring.analytics 流 (stream)stream 2.7.02.7.0
com.databrickscom.databricks RserveRserve 1.8-31.8-3
com.databrickscom.databricks dbml-local_2.11dbml-local_2.11 0.5.0-db8-spark2.40.5.0-db8-spark2.4
com.databrickscom.databricks dbml-local_2.11-testsdbml-local_2.11-tests 0.5.0-db8-spark2.40.5.0-db8-spark2.4
com.databrickscom.databricks jets3tjets3t 0.7.1-00.7.1-0
com.databricks.scalapbcom.databricks.scalapb compilerplugin_2.11compilerplugin_2.11 0.4.15-90.4.15-9
com.databricks.scalapbcom.databricks.scalapb scalapb-runtime_2.11scalapb-runtime_2.11 0.4.15-90.4.15-9
com.esotericsoftwarecom.esotericsoftware kryo-shadedkryo-shaded 4.0.24.0.2
com.esotericsoftwarecom.esotericsoftware minlogminlog 1.3.01.3.0
com.fasterxmlcom.fasterxml classmateclassmate 1.0.01.0.0
com.fasterxml.jackson.corecom.fasterxml.jackson.core jackson-annotationsjackson-annotations 2.6.72.6.7
com.fasterxml.jackson.corecom.fasterxml.jackson.core jackson-corejackson-core 2.6.72.6.7
com.fasterxml.jackson.corecom.fasterxml.jackson.core jackson-databindjackson-databind 2.6.7.12.6.7.1
com.fasterxml.jackson.dataformatcom.fasterxml.jackson.dataformat jackson-dataformat-cborjackson-dataformat-cbor 2.6.72.6.7
com.fasterxml.jackson.datatypecom.fasterxml.jackson.datatype jackson-datatype-jodajackson-datatype-joda 2.6.72.6.7
com.fasterxml.jackson.modulecom.fasterxml.jackson.module jackson-module-paranamerjackson-module-paranamer 2.6.72.6.7
com.fasterxml.jackson.modulecom.fasterxml.jackson.module jackson-module-scala_2.11jackson-module-scala_2.11 2.6.7.12.6.7.1
com.github.fommilcom.github.fommil jniloaderjniloader 1.11.1
com.github.fommil.netlibcom.github.fommil.netlib corecore 1.1.21.1.2
com.github.fommil.netlibcom.github.fommil.netlib native_ref-javanative_ref-java 1.11.1
com.github.fommil.netlibcom.github.fommil.netlib native_ref-java-nativesnative_ref-java-natives 1.11.1
com.github.fommil.netlibcom.github.fommil.netlib native_system-javanative_system-java 1.11.1
com.github.fommil.netlibcom.github.fommil.netlib native_system-java-nativesnative_system-java-natives 1.11.1
com.github.fommil.netlibcom.github.fommil.netlib netlib-native_ref-linux-x86_64-nativesnetlib-native_ref-linux-x86_64-natives 1.11.1
com.github.fommil.netlibcom.github.fommil.netlib netlib-native_system-linux-x86_64-nativesnetlib-native_system-linux-x86_64-natives 1.11.1
com.github.lubencom.github.luben zstd-jnizstd-jni 1.3.2-21.3.2-2
com.github.rwlcom.github.rwl jtransformsjtransforms 2.4.02.4.0
com.google.code.findbugscom.google.code.findbugs jsr305jsr305 2.0.12.0.1
com.google.code.gsoncom.google.code.gson gsongson 2.2.42.2.4
com.google.guavacom.google.guava guavaguava 15.015.0
com.google.protobufcom.google.protobuf protobuf-javaprotobuf-java 2.6.12.6.1
com.googlecode.javaewahcom.googlecode.javaewah JavaEWAHJavaEWAH 0.3.20.3.2
com.h2databasecom.h2database h2h2 1.3.1741.3.174
com.jcraftcom.jcraft jschjsch 0.1.500.1.50
com.jolboxcom.jolbox bonecpbonecp 0.8.0.RELEASE0.8.0.RELEASE
com.microsoft.azurecom.microsoft.azure azure-data-lake-store-sdkazure-data-lake-store-sdk 2.2.82.2.8
com.microsoft.azurecom.microsoft.azure azure-storageazure-storage 5.2.05.2.0
com.microsoft.sqlservercom.microsoft.sqlserver mssql-jdbcmssql-jdbc 6.2.2.jre86.2.2.jre8
com.ningcom.ning compress-lzfcompress-lzf 1.0.31.0.3
com.sun.mailcom.sun.mail javax.mailjavax.mail 1.5.21.5.2
com.thoughtworks.paranamercom.thoughtworks.paranamer paranamerparanamer 2.82.8
com.trueaccord.lensescom.trueaccord.lenses lenses_2.11lenses_2.11 0.30.3
com.twittercom.twitter chill-javachill-java 0.9.30.9.3
com.twittercom.twitter chill_2.11chill_2.11 0.9.30.9.3
com.twittercom.twitter parquet-hadoop-bundleparquet-hadoop-bundle 1.6.01.6.0
com.twittercom.twitter util-app_2.11util-app_2.11 6.23.06.23.0
com.twittercom.twitter util-core_2.11util-core_2.11 6.23.06.23.0
com.twittercom.twitter util-jvm_2.11util-jvm_2.11 6.23.06.23.0
com.typesafecom.typesafe configconfig 1.2.11.2.1
com.typesafe.scala-loggingcom.typesafe.scala-logging scala-logging-api_2.11scala-logging-api_2.11 2.1.22.1.2
com.typesafe.scala-loggingcom.typesafe.scala-logging scala-logging-slf4j_2.11scala-logging-slf4j_2.11 2.1.22.1.2
com.univocitycom.univocity univocity-parsersunivocity-parsers 2.7.32.7.3
com.vlkancom.vlkan flatbuffersflatbuffers 1.2.0-3f79e0551.2.0-3f79e055
com.zaxxercom.zaxxer HikariCPHikariCP 3.1.03.1.0
commons-beanutilscommons-beanutils commons-beanutilscommons-beanutils 1.7.01.7.0
commons-beanutilscommons-beanutils commons-beanutils-corecommons-beanutils-core 1.8.01.8.0
commons-clicommons-cli commons-clicommons-cli 1.21.2
commons-codeccommons-codec commons-codeccommons-codec 1.101.10
commons-collectionscommons-collections commons-collectionscommons-collections 3.2.23.2.2
commons-configurationcommons-configuration commons-configurationcommons-configuration 1.61.6
commons-dbcpcommons-dbcp commons-dbcpcommons-dbcp 1.41.4
commons-digestercommons-digester commons-digestercommons-digester 1.81.8
commons-httpclientcommons-httpclient commons-httpclientcommons-httpclient 3.13.1
commons-iocommons-io commons-iocommons-io 2.42.4
commons-langcommons-lang commons-langcommons-lang 2.62.6
commons-loggingcommons-logging commons-loggingcommons-logging 1.1.31.1.3
commons-netcommons-net commons-netcommons-net 3.13.1
commons-poolcommons-pool commons-poolcommons-pool 1.5.41.5.4
info.ganglia.gmetric4jinfo.ganglia.gmetric4j gmetric4jgmetric4j 1.0.71.0.7
io.airliftio.airlift aircompressoraircompressor 0.100.10
io.dropwizard.metricsio.dropwizard.metrics metrics-coremetrics-core 3.1.53.1.5
io.dropwizard.metricsio.dropwizard.metrics metrics-gangliametrics-ganglia 3.1.53.1.5
io.dropwizard.metricsio.dropwizard.metrics metrics-graphitemetrics-graphite 3.1.53.1.5
io.dropwizard.metricsio.dropwizard.metrics metrics-healthchecksmetrics-healthchecks 3.1.53.1.5
io.dropwizard.metricsio.dropwizard.metrics metrics-jetty9metrics-jetty9 3.1.53.1.5
io.dropwizard.metricsio.dropwizard.metrics metrics-jsonmetrics-json 3.1.53.1.5
io.dropwizard.metricsio.dropwizard.metrics metrics-jvmmetrics-jvm 3.1.53.1.5
io.dropwizard.metricsio.dropwizard.metrics metrics-log4jmetrics-log4j 3.1.53.1.5
io.dropwizard.metricsio.dropwizard.metrics metrics-servletsmetrics-servlets 3.1.53.1.5
io.nettyio.netty nettynetty 3.9.9.Final3.9.9.Final
io.nettyio.netty netty-allnetty-all 4.1.17.Final4.1.17.Final
io.prometheusio.prometheus simpleclientsimpleclient 0.0.160.0.16
io.prometheusio.prometheus simpleclient_commonsimpleclient_common 0.0.160.0.16
io.prometheusio.prometheus simpleclient_dropwizardsimpleclient_dropwizard 0.0.160.0.16
io.prometheusio.prometheus simpleclient_servletsimpleclient_servlet 0.0.160.0.16
io.prometheus.jmxio.prometheus.jmx 收集器collector 0.70.7
javax.activationjavax.activation activationactivation 1.1.11.1.1
javax.annotationjavax.annotation javax.annotation-apijavax.annotation-api 1.21.2
javax.eljavax.el javax.el-apijavax.el-api 2.2.42.2.4
javax.jdojavax.jdo jdo-apijdo-api 3.0.13.0.1
javax.servletjavax.servlet javax.servlet-apijavax.servlet-api 3.1.03.1.0
javax.servlet.jspjavax.servlet.jsp jsp-apijsp-api 2.12.1
javax.transactionjavax.transaction jtajta 1.11.1
javax.validationjavax.validation validation-apivalidation-api 1.1.0.Final1.1.0.Final
javax.ws.rsjavax.ws.rs javax.ws.rs-apijavax.ws.rs-api 2.0.12.0.1
javax.xml.bindjavax.xml.bind jaxb-apijaxb-api 2.2.22.2.2
javax.xml.streamjavax.xml.stream stax-apistax-api 1.0-21.0-2
javolutionjavolution javolutionjavolution 5.5.15.5.1
jlinejline jlinejline 2.14.62.14.6
joda-timejoda-time joda-timejoda-time 2.9.32.9.3
log4jlog4j apache-log4j-extrasapache-log4j-extras 1.2.171.2.17
log4jlog4j log4jlog4j 1.2.171.2.17
maven-treesmaven-trees hive-exec-with-gluehive-exec-with-glue hive-12679-patch_deployhive-12679-patch_deploy
maven-treesmaven-trees hive-exec-with-gluehive-exec-with-glue hive-exec_shadedhive-exec_shaded
net.hydromaticnet.hydromatic eigenbase-propertieseigenbase-properties 1.1.51.1.5
net.razorvinenet.razorvine pyrolitepyrolite 4.134.13
net.sf.jpamnet.sf.jpam jpamjpam 1.11.1
net.sf.opencsvnet.sf.opencsv opencsvopencsv 2.32.3
net.sf.supercsvnet.sf.supercsv super-csvsuper-csv 2.2.02.2.0
net.snowflakenet.snowflake snowflake-ingest-sdksnowflake-ingest-sdk 0.9.50.9.5
net.snowflakenet.snowflake snowflake-jdbcsnowflake-jdbc 3.6.153.6.15
net.snowflakenet.snowflake spark-snowflake_2.11spark-snowflake_2.11 2.4.10-spark_2.42.4.10-spark_2.4
net.sourceforge.f2jnet.sourceforge.f2j arpack_combined_allarpack_combined_all 0.10.1
org.acpltorg.acplt oncrpconcrpc 1.0.71.0.7
org.antlrorg.antlr ST4ST4 4.0.44.0.4
org.antlrorg.antlr antlr-runtimeantlr-runtime 3.43.4
org.antlrorg.antlr antlr4-runtimeantlr4-runtime 4.74.7
org.antlrorg.antlr stringtemplatestringtemplate 3.2.13.2.1
org.apache.antorg.apache.ant antant 1.9.21.9.2
org.apache.antorg.apache.ant ant-jschant-jsch 1.9.21.9.2
org.apache.antorg.apache.ant ant-launcherant-launcher 1.9.21.9.2
org.apache.arroworg.apache.arrow arrow-formatarrow-format 0.10.00.10.0
org.apache.arroworg.apache.arrow arrow-memoryarrow-memory 0.10.00.10.0
org.apache.arroworg.apache.arrow arrow-vectorarrow-vector 0.10.00.10.0
org.apache.avroorg.apache.avro avroavro 1.8.21.8.2
org.apache.avroorg.apache.avro avro-ipcavro-ipc 1.8.21.8.2
org.apache.avroorg.apache.avro avro-mapred-hadoop2avro-mapred-hadoop2 1.8.21.8.2
org.apache.calciteorg.apache.calcite calcite-avaticacalcite-avatica 1.2.0-incubating1.2.0-incubating
org.apache.calciteorg.apache.calcite calcite-corecalcite-core 1.2.0-incubating1.2.0-incubating
org.apache.calciteorg.apache.calcite calcite-linq4jcalcite-linq4j 1.2.0-incubating1.2.0-incubating
org.apache.commonsorg.apache.commons commons-compresscommons-compress 1.8.11.8.1
org.apache.commonsorg.apache.commons commons-cryptocommons-crypto 1.0.01.0.0
org.apache.commonsorg.apache.commons commons-lang3commons-lang3 3.53.5
org.apache.commonsorg.apache.commons commons-math3commons-math3 3.4.13.4.1
org.apache.curatororg.apache.curator curator-clientcurator-client 2.7.12.7.1
org.apache.curatororg.apache.curator curator-frameworkcurator-framework 2.7.12.7.1
org.apache.curatororg.apache.curator curator-recipescurator-recipes 2.7.12.7.1
org.apache.derbyorg.apache.derby derbyderby 10.12.1.110.12.1.1
org.apache.directory.apiorg.apache.directory.api api-asn1-apiapi-asn1-api 1.0.0-M201.0.0-M20
org.apache.directory.apiorg.apache.directory.api api-utilapi-util 1.0.0-M201.0.0-M20
org.apache.directory.serverorg.apache.directory.server apacheds-i18napacheds-i18n 2.0.0-M152.0.0-M15
org.apache.directory.serverorg.apache.directory.server apacheds-kerberos-codecapacheds-kerberos-codec 2.0.0-M152.0.0-M15
org.apache.hadooporg.apache.hadoop hadoop-annotationshadoop-annotations 2.7.32.7.3
org.apache.hadooporg.apache.hadoop hadoop-authhadoop-auth 2.7.32.7.3
org.apache.hadooporg.apache.hadoop hadoop-clienthadoop-client 2.7.32.7.3
org.apache.hadooporg.apache.hadoop hadoop-commonhadoop-common 2.7.32.7.3
org.apache.hadooporg.apache.hadoop hadoop-hdfshadoop-hdfs 2.7.32.7.3
org.apache.hadooporg.apache.hadoop hadoop-mapreduce-client-apphadoop-mapreduce-client-app 2.7.32.7.3
org.apache.hadooporg.apache.hadoop hadoop-mapreduce-client-commonhadoop-mapreduce-client-common 2.7.32.7.3
org.apache.hadooporg.apache.hadoop hadoop-mapreduce-client-corehadoop-mapreduce-client-core 2.7.32.7.3
org.apache.hadooporg.apache.hadoop hadoop-mapreduce-client-jobclienthadoop-mapreduce-client-jobclient 2.7.32.7.3
org.apache.hadooporg.apache.hadoop hadoop-mapreduce-client-shufflehadoop-mapreduce-client-shuffle 2.7.32.7.3
org.apache.hadooporg.apache.hadoop hadoop-yarn-apihadoop-yarn-api 2.7.32.7.3
org.apache.hadooporg.apache.hadoop hadoop-yarn-clienthadoop-yarn-client 2.7.32.7.3
org.apache.hadooporg.apache.hadoop hadoop-yarn-commonhadoop-yarn-common 2.7.32.7.3
org.apache.hadooporg.apache.hadoop hadoop-yarn-commonhadoop-yarn-server-common 2.7.32.7.3
org.apache.htraceorg.apache.htrace htrace-corehtrace-core 3.1.0-incubating3.1.0-incubating
org.apache.httpcomponentsorg.apache.httpcomponents httpclienthttpclient 4.5.44.5.4
org.apache.httpcomponentsorg.apache.httpcomponents httpcorehttpcore 4.4.84.4.8
org.apache.ivyorg.apache.ivy ivyivy 2.4.02.4.0
org.apache.orcorg.apache.orc orc-core-nohiveorc-core-nohive 1.5.21.5.2
org.apache.orcorg.apache.orc orc-mapreduce-nohiveorc-mapreduce-nohive 1.5.21.5.2
org.apache.orcorg.apache.orc orc-shimsorc-shims 1.5.21.5.2
org.apache.parquetorg.apache.parquet parquet-columnparquet-column 1.10.1.1-databricks31.10.1.1-databricks3
org.apache.parquetorg.apache.parquet parquet-commonparquet-common 1.10.1.1-databricks31.10.1.1-databricks3
org.apache.parquetorg.apache.parquet parquet-encodingparquet-encoding 1.10.1.1-databricks31.10.1.1-databricks3
org.apache.parquetorg.apache.parquet parquet-formatparquet-format 2.4.02.4.0
org.apache.parquetorg.apache.parquet parquet-hadoopparquet-hadoop 1.10.1.1-databricks31.10.1.1-databricks3
org.apache.parquetorg.apache.parquet parquet-jacksonparquet-jackson 1.10.1.1-databricks31.10.1.1-databricks3
org.apache.thriftorg.apache.thrift libfb303libfb303 0.9.30.9.3
org.apache.thriftorg.apache.thrift libthriftlibthrift 0.9.30.9.3
org.apache.xbeanorg.apache.xbean xbean-asm6-shadedxbean-asm6-shaded 4.84.8
org.apache.zookeeperorg.apache.zookeeper zookeeperzookeeper 3.4.63.4.6
org.codehaus.jacksonorg.codehaus.jackson jackson-core-asljackson-core-asl 1.9.131.9.13
org.codehaus.jacksonorg.codehaus.jackson jackson-jaxrsjackson-jaxrs 1.9.131.9.13
org.codehaus.jacksonorg.codehaus.jackson jackson-mapper-asljackson-mapper-asl 1.9.131.9.13
org.codehaus.jacksonorg.codehaus.jackson jackson-xcjackson-xc 1.9.131.9.13
org.codehaus.janinoorg.codehaus.janino commons-compilercommons-compiler 3.0.103.0.10
org.codehaus.janinoorg.codehaus.janino janinojanino 3.0.103.0.10
org.datanucleusorg.datanucleus datanucleus-api-jdodatanucleus-api-jdo 3.2.63.2.6
org.datanucleusorg.datanucleus datanucleus-coredatanucleus-core 3.2.103.2.10
org.datanucleusorg.datanucleus datanucleus-rdbmsdatanucleus-rdbms 3.2.93.2.9
org.eclipse.jettyorg.eclipse.jetty jetty-clientjetty-client 9.3.20.v201705319.3.20.v20170531
org.eclipse.jettyorg.eclipse.jetty jetty-continuationjetty-continuation 9.3.20.v201705319.3.20.v20170531
org.eclipse.jettyorg.eclipse.jetty jetty-httpjetty-http 9.3.20.v201705319.3.20.v20170531
org.eclipse.jettyorg.eclipse.jetty jetty-iojetty-io 9.3.20.v201705319.3.20.v20170531
org.eclipse.jettyorg.eclipse.jetty jetty-jndijetty-jndi 9.3.20.v201705319.3.20.v20170531
org.eclipse.jettyorg.eclipse.jetty jetty-plusjetty-plus 9.3.20.v201705319.3.20.v20170531
org.eclipse.jettyorg.eclipse.jetty jetty-proxyjetty-proxy 9.3.20.v201705319.3.20.v20170531
org.eclipse.jettyorg.eclipse.jetty jetty-securityjetty-security 9.3.20.v201705319.3.20.v20170531
org.eclipse.jettyorg.eclipse.jetty jetty-serverjetty-server 9.3.20.v201705319.3.20.v20170531
org.eclipse.jettyorg.eclipse.jetty jetty-servletjetty-servlet 9.3.20.v201705319.3.20.v20170531
org.eclipse.jettyorg.eclipse.jetty jetty-servletsjetty-servlets 9.3.20.v201705319.3.20.v20170531
org.eclipse.jettyorg.eclipse.jetty jetty-utiljetty-util 9.3.20.v201705319.3.20.v20170531
org.eclipse.jettyorg.eclipse.jetty jetty-webappjetty-webapp 9.3.20.v201705319.3.20.v20170531
org.eclipse.jettyorg.eclipse.jetty jetty-xmljetty-xml 9.3.20.v201705319.3.20.v20170531
org.fusesource.leveldbjniorg.fusesource.leveldbjni leveldbjni-allleveldbjni-all 1.81.8
org.glassfish.hk2org.glassfish.hk2 hk2-apihk2-api 2.4.0-b342.4.0-b34
org.glassfish.hk2org.glassfish.hk2 hk2-locatorhk2-locator 2.4.0-b342.4.0-b34
org.glassfish.hk2org.glassfish.hk2 hk2-utilshk2-utils 2.4.0-b342.4.0-b34
org.glassfish.hk2org.glassfish.hk2 osgi-resource-locatorosgi-resource-locator 1.0.11.0.1
org.glassfish.hk2.externalorg.glassfish.hk2.external aopalliance-repackagedaopalliance-repackaged 2.4.0-b342.4.0-b34
org.glassfish.hk2.externalorg.glassfish.hk2.external javax.injectjavax.inject 2.4.0-b342.4.0-b34
org.glassfish.jersey.bundles.repackagedorg.glassfish.jersey.bundles.repackaged jersey-guavajersey-guava 2.22.22.22.2
org.glassfish.jersey.containersorg.glassfish.jersey.containers jersey-container-servletjersey-container-servlet 2.22.22.22.2
org.glassfish.jersey.containersorg.glassfish.jersey.containers jersey-container-servlet-corejersey-container-servlet-core 2.22.22.22.2
org.glassfish.jersey.coreorg.glassfish.jersey.core jersey-clientjersey-client 2.22.22.22.2
org.glassfish.jersey.coreorg.glassfish.jersey.core jersey-commonjersey-common 2.22.22.22.2
org.glassfish.jersey.coreorg.glassfish.jersey.core jersey-serverjersey-server 2.22.22.22.2
org.glassfish.jersey.mediaorg.glassfish.jersey.media jersey-media-jaxbjersey-media-jaxb 2.22.22.22.2
org.hibernateorg.hibernate hibernate-validatorhibernate-validator 5.1.1.Final5.1.1.Final
org.iq80.snappyorg.iq80.snappy snappysnappy 0.20.2
org.javassistorg.javassist javassistjavassist 3.18.1-GA3.18.1-GA
org.jboss.loggingorg.jboss.logging jboss-loggingjboss-logging 3.1.3.GA3.1.3.GA
org.jdbiorg.jdbi jdbijdbi 2.63.12.63.1
org.jodaorg.joda joda-convertjoda-convert 1.71.7
org.joddorg.jodd jodd-corejodd-core 3.5.23.5.2
org.json4sorg.json4s json4s-ast_2.11json4s-ast_2.11 3.5.33.5.3
org.json4sorg.json4s json4s-core_2.11json4s-core_2.11 3.5.33.5.3
org.json4sorg.json4s json4s-jackson_2.11json4s-jackson_2.11 3.5.33.5.3
org.json4sorg.json4s json4s-scalap_2.11json4s-scalap_2.11 3.5.33.5.3
org.lz4org.lz4 lz4-javalz4-java 1.4.01.4.0
org.mariadb.jdbcorg.mariadb.jdbc mariadb-java-clientmariadb-java-client 2.1.22.1.2
org.mockitoorg.mockito mockito-allmockito-all 1.9.51.9.5
org.objenesisorg.objenesis objenesisobjenesis 2.5.12.5.1
org.postgresqlorg.postgresql postgresqlpostgresql 42.1.442.1.4
org.roaringbitmaporg.roaringbitmap RoaringBitmapRoaringBitmap 0.7.450.7.45
org.roaringbitmaporg.roaringbitmap shimsshims 0.7.450.7.45
.rocksdborg.rocksdb rocksdbjnirocksdbjni 5.2.15.2.1
org.rosuda.REngineorg.rosuda.REngine REngineREngine 2.1.02.1.0
org.scala-langorg.scala-lang scala-compiler_2.11scala-compiler_2.11 2.11.122.11.12
org.scala-langorg.scala-lang scala-library_2.11scala-library_2.11 2.11.122.11.12
org.scala-langorg.scala-lang scala-reflect_2.11scala-reflect_2.11 2.11.122.11.12
org.scala-lang.modulesorg.scala-lang.modules scala-parser-combinators_2.11scala-parser-combinators_2.11 1.1.01.1.0
org.scala-lang.modulesorg.scala-lang.modules scala-xml_2.11scala-xml_2.11 1.0.51.0.5
org.scala-sbtorg.scala-sbt test-interfacetest-interface 1.01.0
org.scalacheckorg.scalacheck scalacheck_2.11scalacheck_2.11 1.12.51.12.5
org.scalacticorg.scalactic scalactic_2.11scalactic_2.11 3.0.33.0.3
org.scalanlporg.scalanlp breeze-macros_2.11breeze-macros_2.11 0.13.20.13.2
org.scalanlporg.scalanlp breeze_2.11breeze_2.11 0.13.20.13.2
org.scalatestorg.scalatest scalatest_2.11scalatest_2.11 3.0.33.0.3
org.slf4jorg.slf4j jcl-over-slf4jjcl-over-slf4j 1.7.161.7.16
org.slf4jorg.slf4j jul-to-slf4jjul-to-slf4j 1.7.161.7.16
org.slf4jorg.slf4j slf4j-apislf4j-api 1.7.161.7.16
org.slf4jorg.slf4j slf4j-log4j12slf4j-log4j12 1.7.161.7.16
org.spark-project.hiveorg.spark-project.hive hive-beelinehive-beeline 1.2.1.spark21.2.1.spark2
org.spark-project.hiveorg.spark-project.hive hive-clihive-cli 1.2.1.spark21.2.1.spark2
org.spark-project.hiveorg.spark-project.hive hive-jdbchive-jdbc 1.2.1.spark21.2.1.spark2
org.spark-project.hiveorg.spark-project.hive hive-metastorehive-metastore 1.2.1.spark21.2.1.spark2
org.spark-project.sparkorg.spark-project.spark unusedunused 1.0.01.0.0
org.spire-mathorg.spire-math spire-macros_2.11spire-macros_2.11 0.13.00.13.0
org.spire-mathorg.spire-math spire_2.11spire_2.11 0.13.00.13.0
org.springframeworkorg.springframework spring-corespring-core 4.1.4.RELEASE4.1.4.RELEASE
org.springframeworkorg.springframework spring-testspring-test 4.1.4.RELEASE4.1.4.RELEASE
org.tukaaniorg.tukaani xzxz 1.51.5
org.typelevelorg.typelevel machinist_2.11machinist_2.11 0.6.10.6.1
org.typelevelorg.typelevel macro-compat_2.11macro-compat_2.11 1.1.11.1.1
org.xerialorg.xerial sqlite-jdbcsqlite-jdbc 3.8.11.23.8.11.2
org.xerial.snappyorg.xerial.snappy snappy-javasnappy-java 1.1.7.31.1.7.3
org.yamlorg.yaml snakeyamlsnakeyaml 1.161.16
orooro orooro 2.0.82.0.8
software.amazon.ionsoftware.amazon.ion ion-javaion-java 1.0.21.0.2
staxstax stax-apistax-api 1.0.11.0.1
xmlencxmlenc xmlencxmlenc 0.520.52