Databricks Runtime 7.2Databricks Runtime 7.2

Databricks 于 2020 年 8 月发布了此映像。Databricks released this image in August 2020.

以下发行说明提供 Apache Spark 3.0 支持的 Databricks Runtime 7.2 的相关信息。The following release notes provide information about Databricks Runtime 7.2, powered by Apache Spark 3.0.

新增功能New features

Databricks Runtime 7.2 包括以下新功能。Databricks Runtime 7.2 includes the following new features.

自动加载程序已正式发布Auto Loader is generally available

自动加载程序是一种有效的方法,可将大量文件以增量方式引入 Delta Lake。Auto Loader is an efficient method for incrementally ingesting a large number of files into Delta Lake. 它现已正式发布,并添加了以下功能:目录列表、云资源管理 API、速率限制选项和选项验证。It is now GA and adds the following features: directory listing, cloud resource management API, rate limiting option, and option validation.

目录列表模式选项Directory listing mode option

除了现有的文件通知模式外,自动加载程序还添加了新的目录列表模式,用于确定何时有新文件。Auto Loader adds a new directory listing mode, in addition to the existing file notification mode, for determining when there are new files.

  • 目录列表模式:在某些情况下,只有少数文件需要定期进行流式传输。Directory listing mode: In some scenarios there are only a few files that need to be streamed in on a regular basis. 在这些情况下,通过并行列出输入目录来标识新文件并引入它们是相当高效的。In those cases, identifying new files by parallel listing of the input directory and ingesting them is reasonably efficient. 这使你无需任何权限配置即可启动自动加载程序流。This allows you to start Auto Loader streams without any permission configuration. 目录列表模式是 Databricks Runtime 7.2 及更高版本中自动加载程序的默认模式。Directory listing mode is the default mode for Auto Loader from Databricks Runtime 7.2 and above.
  • 文件通知模式:你可以显式选择文件通知模式,该模式对于大型输入目录而言性能更高且可缩放,但需要你配置通知服务权限以订阅文件事件并设置 .option("cloudFiles.useNotifications", "true")File notification mode: You can explicitly opt in to file notification mode, which is more performant and scalable for large input directories, but requires you to configure permissions for the notification service to subscribe to file events and set .option("cloudFiles.useNotifications", "true"). 在 Databricks Runtime 7.1 及更低版本上启动的现有自动加载程序流在升级到 Databricks Runtime 7.2 后会自动选择文件通知模式。Existing Auto Loader streams started on Databricks Runtime 7.1 and below automatically opt in to file notification mode when they upgrade to Databricks Runtime 7.2.

有关详细信息,请参阅新文件检测模式For more information, see New file detection modes.

云资源管理 APICloud resource management API

现在你可以使用我们的 Scala API 来管理由自动加载程序创建的云资源。You can now use our Scala API to manage cloud resources created by Auto Loader. 你可以使用此 API 列出通知服务并删除特定的通知服务。You can list notification services and tear down specific notification services using this API. 有关详细信息,请参阅云资源管理For more information, see Cloud resource management.

速率限制选项Rate limiting option

现在你可以使用 cloudFiles.maxBytesPerTrigger 选项来限制每个微批中处理的数据量。You can now use the cloudFiles.maxBytesPerTrigger option to limit the amount of data processed in each microbatch. 你可以指定一个字节字符串(例如 10g),将每个微批限制为 10 GB 数据。You can specify a byte string such as 10g to limit each microbatch to 10 GB of data. 这个一个软性最大值。This is a soft maximum. 如果每个文件为 3 GB,则 Azure Databricks 在一个微批中可以处理 12 GB。If you have files that are 3 GB each, Azure Databricks processes 12 GB in a microbatch. Trigger.Once() 一起使用时,此选项不起作用。This option has no effect when used with Trigger.Once(). 如果未提供此选项,则将 cloudFiles.maxFilesPerTrigger 的默认值 1000 个文件用于速率限制。When this option is not provided, the default value of cloudFiles.maxFilesPerTrigger of 1000 files is used for rate limiting. cloudFiles.maxFilesPerTrigger 一起使用时,Azure Databricks 最多将消耗 cloudFiles.maxFilesPerTriggercloudFiles.maxBytesPerTrigger 的最低限制(以先达到者为准)。When used together with cloudFiles.maxFilesPerTrigger, Azure Databricks consumes up to the lowest limit of cloudFiles.maxFilesPerTrigger or cloudFiles.maxBytesPerTrigger, whichever is reached first.

有关详细信息,请参阅配置For more information, see Configuration.

选项验证Option validation

自动加载程序现在会验证你提供的选项。Auto Loader now validates the options you provide. 如果你提供未知选项,自动加载程序会返回错误,而不是以无提示方式忽略该选项。If you provide an unknown option, Auto Loader returns an error instead of silently ignoring the option. 验证还会检测所提供选项中的不一致。The validation also detects inconsistencies in your provided options. 例如,如果将 cloudFiles.useNotifications 设置为 false,同时为 Azure 事件网格和队列存储服务提供权限选项,validation 会失败。For example, if you set cloudFiles.useNotifications to false and at the same time provide permission options for Azure Event Grid and Queue Storage services, validation will fail. 若要跳过选项验证,请将 cloudFiles.validateOptions 设置为 falseTo skip option validation, set cloudFiles.validateOptions to false.

默认选项值和兼容性的更改Changes in default option values and compatibility

Databricks Runtime 7.2 中某些自动加载程序选项的默认行为发生了更改。The default behavior of some Auto Loader options changed in Databricks Runtime 7.2. 为确保兼容性,在 Databricks Runtime 7.1 及更低版本上启动的流的行为将保持不变,即使已升级为在运行 Databricks Runtime 7.2 或更高版本的群集上运行此类流后也是如此。To ensure compatibility, the behavior of streams started on Databricks Runtime 7.1 and below will remain unchanged even after you upgrade to running such streams on a cluster running Databricks Runtime 7.2 or above. 请参阅默认选项值和兼容性的更改See Changes in default option values and compatibility.

使用 clone 高效复制 Delta 表(公共预览版)Efficiently copy a Delta table with clone (Public Preview)

现在你可以使用 clone 命令在特定版本上高效地创建 Delta 表的浅层或深层克隆。You can now efficiently create a shallow or deep clone of a Delta table at a specific version with the clone command. 深层克隆是通过将文件从源表并行复制到目标表而形成的 Delta 表的独立克隆。A deep clone is a standalone clone of a Delta table formed by copying the files in parallel over from the source table to the target table. 浅层克隆是一种低成本创建的克隆,它不会将文件复制到目标表中,而是指向原始表中的文件。A shallow clone is a cheaply created clone that don’t copy files to the target table but points to files in the original table. 对深层或浅层克隆所做的任何更改都只会影响克隆,而不会影响原始表。Any changes made to a deep or shallow clone affects only the clone and not the original table. 请参阅克隆 Delta 表See Clone a Delta table.

改进Improvements

  • Snowflake 连接器:连接器已升级到版本 2.8.1,其中包括 Spark 3.0 支持。Snowflake connector: The connector has been upgraded to version 2.8.1, which includes Spark 3.0 support.

  • PySpark 可用性:当 PySpark 或 pandas UDF 故障时,Azure Databricks 现在会在错误消息的顶部显示 Python 端异常和最近执行的笔记本代码行(如果适用)。PySpark usability: when a PySpark or pandas UDF fails, Azure Databricks now surfaces the Python-side exception and most recently executed line of notebook code (if applicable) at the top of the error message.

  • 凭据传递:Credential passthrough:

    • 现在可以在启用了传递的群集上使用 LDA 转换函数。You can now use the LDA transform function on a passthrough-enabled cluster.
    • 现在可以在启用了直通的群集上设置存储检查点目录。You can now set the storage checkpoint directory on a passthrough-enabled cluster.
  • 群集库:Azure Databricks 按照在群集上安装所有群集库的顺序对其进行处理。Cluster libraries: Azure Databricks now processes all cluster libraries in the order that they were installed on the cluster. 在 Databricks Runtime 7.1 及更低版本上,仅对 Maven 和 CRAN 库按照它们在群集上的安装顺序进行处理。On Databricks Runtime 7.1 and below, only Maven and CRAN libraries were processed in the order they were installed on the cluster. 其他库按不确定的顺序安装。Other libraries were installed in a nondeterministic order.

  • TensorBoard:TensorBoard:

    • 使用 tensorboard.notebook API 管理 TensorBoard 进程。Manage TensorBoard processes with the tensorboard.notebook API.
    • 可以在单个群集上运行多个 TensorBoard 后端。You can have multiple TensorBoard backends running on a single cluster.
    • 在 Python 笔记本中,使用 %tensorboard 行 magic 命令以内联方式显示 TensorBoard UI。In Python notebooks, display the TensorBoard UI inline using the %tensorboard line magic command.
    • dbutils.tensorboard 已弃用。dbutils.tensorboard is deprecated.

    请参阅 TensorBoardSee TensorBoard.

  • 升级了 Python 库:Upgraded Python libraries:

    • jmespath 已从 0.9.4 升级到 0.10.0。jmespath upgraded from 0.9.4 to 0.10.0.
    • koalas 已从 1.0.1 升级到 1.1.0。koalas upgraded from 1.0.1 to 1.1.0.
  • 升级了多个已安装的 R 库。Upgraded several installed R libraries. 请参阅已安装的 R 库See Installed R Libraries.

Apache Spark Apache Spark

Databricks Runtime 7.2 包含 Apache Spark 3.0.0。Databricks Runtime 7.2 includes Apache Spark 3.0.0. 此版本包括 Databricks Runtime 7.1 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 7.1, as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-32234] [SQL] Spark sql 命令在选择 orc 表时失败[SPARK-32234] [SQL] Spark sql commands are failing on selecting the orc tables
  • [SPARK-30616] [SQL] 引入用于 SQL 元数据缓存的 TTL 配置选项[SPARK-30616] [SQL] Introduce TTL config option for SQL Metadata Cache
  • [SPARK-21117] [SQL] 内置 SQL 函数支持 - WIDTH_BUCKET[SPARK-21117] [SQL] Built-in SQL Function Support - WIDTH_BUCKET
  • [SPARK-32168] [SQL] 修复 SQL 覆盖中隐藏的分区正确性 bug[SPARK-32168] [SQL] Fix hidden partitioning correctness bug in SQL overwrite
  • [SPARK-31935] Hadoop 文件系统配置应在数据源选项中有效[SPARK-31935] Hadoop file system config should be effective in data source options
  • [SPARK-32270] [SQL] 通过其他编码在 CSV 架构推理中使用 TextFileFormat[SPARK-32270] [SQL] Use TextFileFormat in CSV’s schema inference with a different encoding
  • [SPARK-28481] [SQL] 更多表达式应扩展 NullIntolerant[SPARK-28481] [SQL] More expressions should extend NullIntolerant
  • [SPARK-32220] [SQL] SHUFFLE_REPLICATE_NL 提示不应更改非笛卡尔乘积联接结果[SPARK-32220] [SQL] SHUFFLE_REPLICATE_NL Hint should not change Non-Cartesian Product join result
  • [SPARK-32232] [ML][PYSPARK] 确保 ML 在 Scala 和 Python 之间具有相同的默认规划求解值[SPARK-32232] [ML][PYSPARK] Make sure ML has the same default solver values between Scala and Python
  • [SPARK-32238] [SQL] 使用 Utils.getSimpleName 以避免在 ScalaUDF 中命中格式错误的类名[SPARK-32238] [SQL] Use Utils.getSimpleName to avoid hitting Malformed class name in ScalaUDF
  • [SPARK-32220] [SQL] SHUFFLE_REPLICATE_NL 提示不应更改非笛卡尔乘积联接结果[SPARK-32220] [SQL] SHUFFLE_REPLICATE_NL Hint should not change Non-Cartesian Product join result
  • [SPARK-32256] [SQL] 强制在 HiveExternalCatalog 中初始化 Hadoop VersionInfo[SPARK-32256] [SQL] Force to initialize Hadoop VersionInfo in HiveExternalCatalog
  • [SPARK-32159] [SQL] 修复 Aggregator[Array[_], _, ] 和 UnresolvedMapObjects 之间的集成[SPARK-32159] [SQL] Fix integration between Aggregator[Array[], _, _] and UnresolvedMapObjects
  • [SPARK-32160] [CORE][PYSPARK] 禁止在执行程序中创建 SparkContext[SPARK-32160] [CORE][PYSPARK] Disallow to create SparkContext in executors
  • [SPARK-32168] [SQL] 修复 SQL 覆盖中隐藏的分区正确性 bug[SPARK-32168] [SQL] Fix hidden partitioning correctness bug in SQL overwrite
  • [SPARK-32024] [WEBUI] 在 HistoryServerDiskManager 初始化期间更新 ApplicationStoreInfo.size[SPARK-32024] [WEBUI] Update ApplicationStoreInfo.size during HistoryServerDiskManager initializing
  • [SPARK-32214] [SQL] makeFromJava 中生成的“其他”类型的类型转换函数使用错误的变量[SPARK-32214] [SQL] The type conversion function generated in makeFromJava for “other” type uses a wrong variable
  • [SPARK-30703] [SQL] 更新 SqlBase.g4 无效注释[SPARK-30703] [SQL] Update SqlBase.g4 invalid comment
  • [SPARK-32163] [SQL] 即使修饰变化,嵌套的修剪也应该起作用[SPARK-32163] [SQL] Nested pruning should work even with cosmetic variations
  • [SPARK-32124] [CORE] 当从旧的 Spark 版本记录事件时,使用无效值 Int.MinValue 填充映射索引[SPARK-32124] [CORE] Use the invalid value Int.MinValue to fill the map index when the event logs from the old Spark version
  • [SPARK-32167] [SQL] 修复 GetArrayStructFields 以同时遵守内部字段的为 Null 性[SPARK-32167] [SQL] Fix GetArrayStructFields to respect inner field’s nullability together
  • [SPARK-32130] [SQL] 在 JsonBenchmark 中启用时间戳推理[SPARK-32130] [SQL] Enable timestamps inference in JsonBenchmark
  • [SPARK-32121] [SHUFFLE] 在 ExecutorDiskUtils 中支持 Windows OS[SPARK-32121] [SHUFFLE] Support Windows OS in ExecutorDiskUtils
  • [SPARK-32130] [SQL] 默认情况下禁用 JSON 选项 inferTimestamp[SPARK-32130] [SQL] Disable the JSON option inferTimestamp by default
  • [SPARK-31935] [SQL] Hadoop 文件系统配置应在数据源选项中有效[SPARK-31935] [SQL] Hadoop file system config should be effective in data source options
  • [SPARK-32095] [SQL] 更新文档以反映已更新统计信息的使用情况[SPARK-32095] [SQL] Update documentation to reflect usage of updated statistics
  • [SPARK-32131] [SQL] 修复 UNION/EXCEPT/MINUS 操作中的 AnalysisException 消息[SPARK-32131] [SQL] Fix AnalysisException messages at UNION/EXCEPT/MINUS operations
  • [SPARK-32068] [WEBUI] 更正由于暂存选项卡中的时区而导致的任务启动时间显示问题[SPARK-32068] [WEBUI] Correct task lauchtime show issue due to timezone in stage tab
  • [SPARK-29999] [SS] 修复测试以检查实际的元数据日志目录[SPARK-29999] [SS] Fix test to check the actual metadata log directory
  • [SPARK-32127] [SQL] MERGE INTO 的检查规则应该使用 MergeAction.conditition 而不是 MergeAction.children[SPARK-32127] [SQL] Check rules for MERGE INTO should use MergeAction.conditition other than MergeAction.children
  • [SPARK-32038] [SQL] 使别名在 float/double 规范化之后更美观[SPARK-32038] [SQL] Make the alias name pretty after float/double normalization
  • [SPARK-32126] [SS] 界定 IncrementalExecution 中的 Session.active[SPARK-32126] [SS] Scope Session.active in IncrementalExecution
  • [SPARK-32115] [SQL] 修复 SUBSTRING 以处理整数溢出[SPARK-32115] [SQL] Fix SUBSTRING to handle integer overflows
  • [SPARK-32098] [PYTHON] 将 iloc 用于位置切片,而不是使用 Arrow 在 createDataFrame 中直接切片[SPARK-32098] [PYTHON] Use iloc for positional slicing instead of direct slicing in createDataFrame with Arrow
  • [SPARK-32080] [SPARK-31998] [SQL] 简化 ArrowColumnVector ListArray 访问器[SPARK-32080] [SPARK-31998] [SQL] Simplify ArrowColumnVector ListArray accessor
  • [SPARK-32028] [WEBUI] 为多次尝试的应用修复历史记录摘要页中的应用 ID 链接[SPARK-32028] [WEBUI] fix app id link for multi attempts app in history summary page
  • [SPARK-31918] [R] 在关闭清理中忽略 SparkR 命名空间下的 S4 泛型方法以支持 R 4.0.0+[SPARK-31918] [R] Ignore S4 generic methods under SparkR namespace in closure cleaning to support R 4.0.0+
  • [SPARK-32038] [SQL] NormalizeFloatingNumbers 还应该用于不同的聚合[SPARK-32038] [SQL] NormalizeFloatingNumbers should also work on distinct aggregate
  • [SPARK-32034] [SQL] Port HIVE-14817:在关闭时正确关闭 SessionManager timeoutChecker 线程[SPARK-32034] [SQL] Port HIVE-14817: Shutdown the SessionManager timeoutChecker thread properly upon shutdown
  • [SPARK-32021] [SQL] 提高秒和 make_interval 的小数部分的精准度[SPARK-32021] [SQL] Increase precision of seconds and fractions of make_interval
  • [SPARK-31980] [SQL] 如果范围的开始日期和结束日期相同,函数 sequence() 会失败[SPARK-31980] [SQL] Function sequence() fails if start and end of range are equal dates
  • [SPARK-32020] [SQL] 优化未设置 SPARK_HOME 或 spark.test.home 时出现的错误消息[SPARK-32020] [SQL] Better error message when SPARK_HOME or spark.test.home is not set
  • [SPARK-32011] [PYTHON][CORE] 删除有关 pin-thread 模式的警告和使用 collectWithJobGroup 的指南[SPARK-32011] [PYTHON][CORE] Remove warnings about pin-thread modes and guide to use collectWithJobGroup

维护更新Maintenance updates

请参阅 Databricks Runtime 7.2 维护更新See Databricks Runtime 7.2 maintenance updates.

系统环境System environment

  • 操作系统:Ubuntu 18.04.4 LTSOperating System: Ubuntu 18.04.4 LTS
  • Java:1.8.0_252Java: 1.8.0_252
  • Scala:2.12.10Scala: 2.12.10
  • Python:3.7.5Python: 3.7.5
  • R:R 版本 3.6.3 (2020-02-29)R: R version 3.6.3 (2020-02-29)
  • Delta Lake 0.7.0Delta Lake 0.7.0

已安装的 Python 库Installed Python libraries

Library 版本Version Library 版本Version Library 版本Version
asn1cryptoasn1crypto 1.3.01.3.0 backcallbackcall 0.1.00.1.0 boto3boto3 1.12.01.12.0
botocorebotocore 1.15.01.15.0 certificertifi 2020.6.202020.6.20 cfficffi 1.14.01.14.0
chardetchardet 3.0.43.0.4 密码系统cryptography 2.82.8 cyclercycler 0.10.00.10.0
CythonCython 0.29.150.29.15 decoratordecorator 4.4.14.4.1 docutilsdocutils 0.15.20.15.2
entrypointsentrypoints 0.30.3 idnaidna 2.82.8 ipykernelipykernel 5.1.45.1.4
ipythonipython 7.12.07.12.0 ipython-genutilsipython-genutils 0.2.00.2.0 jedijedi 0.14.10.14.1
jmespathjmespath 0.10.00.10.0 joblibjoblib 0.14.10.14.1 jupyter-clientjupyter-client 5.3.45.3.4
jupyter-corejupyter-core 4.6.14.6.1 kiwisolverkiwisolver 1.1.01.1.0 koalaskoalas 1.1.01.1.0
matplotlibmatplotlib 3.1.33.1.3 numpynumpy 1.18.11.18.1 pandaspandas 1.0.11.0.1
parsoparso 0.5.20.5.2 patsypatsy 0.5.10.5.1 pexpectpexpect 4.8.04.8.0
picklesharepickleshare 0.7.50.7.5 pippip 20.0.220.0.2 prompt-toolkitprompt-toolkit 3.0.33.0.3
psycopg2psycopg2 2.8.42.8.4 ptyprocessptyprocess 0.6.00.6.0 pyarrowpyarrow 0.15.10.15.1
pycparserpycparser 2.192.19 PygmentsPygments 2.5.22.5.2 PyGObjectPyGObject 3.26.13.26.1
pyOpenSSLpyOpenSSL 19.1.019.1.0 pyparsingpyparsing 2.4.62.4.6 PySocksPySocks 1.7.11.7.1
python-aptpython-apt 1.6.5+ubuntu0.31.6.5+ubuntu0.3 python-dateutilpython-dateutil 2.8.12.8.1 pytzpytz 2019.32019.3
pyzmqpyzmq 18.1.118.1.1 请求requests 2.22.02.22.0 s3transfers3transfer 0.3.30.3.3
scikit-learnscikit-learn 0.22.10.22.1 scipyscipy 1.4.11.4.1 seabornseaborn 0.10.00.10.0
setuptoolssetuptools 45.2.045.2.0 6six 1.14.01.14.0 ssh-import-idssh-import-id 5.75.7
statsmodelsstatsmodels 0.11.00.11.0 tornadotornado 6.0.36.0.3 traitletstraitlets 4.3.34.3.3
unattended-upgradesunattended-upgrades 0.10.1 urllib3urllib3 1.25.81.25.8 virtualenvvirtualenv 16.7.1016.7.10
wcwidthwcwidth 0.1.80.1.8 wheelwheel 0.34.20.34.2

已安装的 R 库 Installed R libraries

R 库安装自(2020-07-14 的 Microsoft CRAN 快照)。R libraries are installed from (Microsoft CRAN snapshot on 2020-07-14).

Library 版本Version Library 版本Version Library 版本Version
askpassaskpass 1.11.1 assertthatassertthat 0.2.10.2.1 backportsbackports 1.1.81.1.8
basebase 3.6.33.6.3 base64encbase64enc 0.1-30.1-3 BHBH 1.72.0-31.72.0-3
bitbit 1.1-15.21.1-15.2 bit64bit64 0.9-70.9-7 blobblob 1.2.11.2.1
启动boot 1.3-251.3-25 brewbrew 1.0-61.0-6 broombroom 0.7.00.7.0
callrcallr 3.4.33.4.3 caretcaret 6.0-866.0-86 cellrangercellranger 1.1.01.1.0
chronchron 2.3-552.3-55 classclass 7.3-177.3-17 clicli 2.0.22.0.2
cliprclipr 0.7.00.7.0 clustercluster 2.1.02.1.0 codetoolscodetools 0.2-160.2-16
colorspacecolorspace 1.4-11.4-1 commonmarkcommonmark 1.71.7 compilercompiler 3.6.33.6.3
configconfig 0.30.3 covrcovr 3.5.03.5.0 crayoncrayon 1.3.41.3.4
crosstalkcrosstalk 1.1.0.11.1.0.1 curlcurl 4.34.3 data.tabledata.table 1.12.81.12.8
datasetsdatasets 3.6.33.6.3 DBIDBI 1.1.01.1.0 dbplyrdbplyr 1.4.41.4.4
descdesc 1.2.01.2.0 devtoolsdevtools 2.3.02.3.0 digestdigest 0.6.250.6.25
dplyrdplyr 0.8.50.8.5 DTDT 0.140.14 ellipsisellipsis 0.3.10.3.1
评估evaluate 0.140.14 fansifansi 0.4.10.4.1 farverfarver 2.0.32.0.3
fastmapfastmap 1.0.11.0.1 forcatsforcats 0.5.00.5.0 foreachforeach 1.5.01.5.0
foreignforeign 0.8-760.8-76 forgeforge 0.2.00.2.0 fsfs 1.4.21.4.2
genericsgenerics 0.0.20.0.2 ggplot2ggplot2 3.3.23.3.2 ghgh 1.1.01.1.0
git2rgit2r 0.27.10.27.1 glmnetglmnet 3.0-23.0-2 globalsglobals 0.12.50.12.5
glueglue 1.4.11.4.1 gowergower 0.2.20.2.2 graphicsgraphics 3.6.33.6.3
grDevicesgrDevices 3.6.33.6.3 gridgrid 3.6.33.6.3 gridExtragridExtra 2.32.3
gsubfngsubfn 0.70.7 gtablegtable 0.3.00.3.0 havenhaven 2.3.12.3.1
highrhighr 0.80.8 hmshms 0.5.30.5.3 htmltoolshtmltools 0.5.00.5.0
htmlwidgetshtmlwidgets 1.5.11.5.1 httpuvhttpuv 1.5.41.5.4 httrhttr 1.4.11.4.1
hwriterhwriter 1.3.21.3.2 hwriterPlushwriterPlus 1.0-31.0-3 iniini 0.3.10.3.1
ipredipred 0.9-90.9-9 isobandisoband 0.2.20.2.2 iteratorsiterators 1.0.121.0.12
jsonlitejsonlite 1.7.01.7.0 KernSmoothKernSmooth 2.23-172.23-17 knitrknitr 1.291.29
labelinglabeling 0.30.3 laterlater 1.1.0.11.1.0.1 latticelattice 0.20-410.20-41
lavalava 1.6.71.6.7 lazyevallazyeval 0.2.20.2.2 lifecyclelifecycle 0.2.00.2.0
lubridatelubridate 1.7.91.7.9 magrittrmagrittr 1.51.5 markdownmarkdown 1.11.1
MASSMASS 7.3-51.67.3-51.6 矩阵Matrix 1.2-181.2-18 memoisememoise 1.1.01.1.0
方法methods 3.6.33.6.3 mgcvmgcv 1.8-311.8-31 mimemime 0.90.9
ModelMetricsModelMetrics 1.2.2.21.2.2.2 modelrmodelr 0.1.80.1.8 munsellmunsell 0.5.00.5.0
nlmenlme 3.1-1473.1-147 nnetnnet 7.3-147.3-14 numDerivnumDeriv 2016.8-1.12016.8-1.1
opensslopenssl 1.4.21.4.2 parallelparallel 3.6.33.6.3 pillarpillar 1.4.61.4.6
pkgbuildpkgbuild 1.1.01.1.0 pkgconfigpkgconfig 2.0.32.0.3 pkgloadpkgload 1.1.01.1.0
plogrplogr 0.2.00.2.0 plyrplyr 1.8.61.8.6 praisepraise 1.0.01.0.0
prettyunitsprettyunits 1.1.11.1.1 pROCpROC 1.16.21.16.2 processxprocessx 3.4.33.4.3
prodlimprodlim 2019.11.132019.11.13 进度progress 1.2.21.2.2 promisespromises 1.1.11.1.1
protoproto 1.0.01.0.0 psps 1.3.31.3.3 purrrpurrr 0.3.40.3.4
r2d3r2d3 0.2.30.2.3 R6R6 2.4.12.4.1 randomForestrandomForest 4.6-144.6-14
rappdirsrappdirs 0.3.10.3.1 rcmdcheckrcmdcheck 1.3.31.3.3 RColorBrewerRColorBrewer 1.1-21.1-2
RcppRcpp 1.0.51.0.5 readrreadr 1.3.11.3.1 readxlreadxl 1.3.11.3.1
recipesrecipes 0.1.130.1.13 rematchrematch 1.0.11.0.1 rematch2rematch2 2.1.22.1.2
remotesremotes 2.1.12.1.1 reprexreprex 0.3.00.3.0 reshape2reshape2 1.4.41.4.4
rexrex 1.2.01.2.0 rjsonrjson 0.2.200.2.20 rlangrlang 0.4.70.4.7
rmarkdownrmarkdown 2.32.3 RODBCRODBC 1.3-161.3-16 roxygen2roxygen2 7.1.17.1.1
rpartrpart 4.1-154.1-15 rprojrootrprojroot 1.3-21.3-2 RserveRserve 1.8-71.8-7
RSQLiteRSQLite 2.2.02.2.0 rstudioapirstudioapi 0.110.11 rversionsrversions 2.0.22.0.2
rvestrvest 0.3.50.3.5 scalesscales 1.1.11.1.1 selectrselectr 0.4-20.4-2
sessioninfosessioninfo 1.1.11.1.1 shapeshape 1.4.41.4.4 shinyshiny 1.5.01.5.0
sourcetoolssourcetools 0.1.70.1.7 sparklyrsparklyr 1.3.11.3.1 SparkRSparkR 3.0.03.0.0
spatialspatial 7.3-117.3-11 splinessplines 3.6.33.6.3 sqldfsqldf 0.4-110.4-11
SQUAREMSQUAREM 2020.32020.3 statsstats 3.6.33.6.3 stats4stats4 3.6.33.6.3
stringistringi 1.4.61.4.6 stringrstringr 1.4.01.4.0 survivalsurvival 3.1-123.1-12
syssys 3.33.3 tcltktcltk 3.6.33.6.3 TeachingDemosTeachingDemos 2.102.10
testthattestthat 2.3.22.3.2 tibbletibble 3.0.33.0.3 tidyrtidyr 1.1.01.1.0
tidyselecttidyselect 1.1.01.1.0 tidyversetidyverse 1.3.01.3.0 timeDatetimeDate 3043.1023043.102
tinytextinytex 0.240.24 工具tools 3.6.33.6.3 usethisusethis 1.6.11.6.1
utf8utf8 1.1.41.1.4 utilsutils 3.6.33.6.3 uuiduuid 0.1-40.1-4
vctrsvctrs 0.3.10.3.1 viridisLiteviridisLite 0.3.00.3.0 whiskerwhisker 0.40.4
withrwithr 2.2.02.2.0 xfunxfun 0.150.15 xml2xml2 1.3.21.3.2
xopenxopen 1.0.01.0.0 xtablextable 1.8-41.8-4 yamlyaml 2.2.12.2.1

已安装的 Java 库和 Scala 库(Scala 2.12 群集版本)Installed Java and Scala libraries (Scala 2.12 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 1.12.01.12.0
com.amazonawscom.amazonaws aws-java-sdk-autoscalingaws-java-sdk-autoscaling 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-cloudformationaws-java-sdk-cloudformation 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-cloudfrontaws-java-sdk-cloudfront 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-cloudhsmaws-java-sdk-cloudhsm 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-cloudsearchaws-java-sdk-cloudsearch 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-cloudtrailaws-java-sdk-cloudtrail 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-cloudwatchaws-java-sdk-cloudwatch 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-cloudwatchmetricsaws-java-sdk-cloudwatchmetrics 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-codedeployaws-java-sdk-codedeploy 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-cognitoidentityaws-java-sdk-cognitoidentity 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-cognitosyncaws-java-sdk-cognitosync 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-configaws-java-sdk-config 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-coreaws-java-sdk-core 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-datapipelineaws-java-sdk-datapipeline 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-directconnectaws-java-sdk-directconnect 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-directoryaws-java-sdk-directory 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-dynamodbaws-java-sdk-dynamodb 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-ec2aws-java-sdk-ec2 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-ecsaws-java-sdk-ecs 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-efsaws-java-sdk-efs 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-elasticacheaws-java-sdk-elasticache 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-elasticbeanstalkaws-java-sdk-elasticbeanstalk 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-elasticloadbalancingaws-java-sdk-elasticloadbalancing 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-elastictranscoderaws-java-sdk-elastictranscoder 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-emraws-java-sdk-emr 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-glacieraws-java-sdk-glacier 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-iamaws-java-sdk-iam 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-importexportaws-java-sdk-importexport 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-kinesisaws-java-sdk-kinesis 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-kmsaws-java-sdk-kms 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-lambdaaws-java-sdk-lambda 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-logsaws-java-sdk-logs 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-machinelearningaws-java-sdk-machinelearning 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-opsworksaws-java-sdk-opsworks 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-rdsaws-java-sdk-rds 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-redshiftaws-java-sdk-redshift 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-route53aws-java-sdk-route53 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-s3aws-java-sdk-s3 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-sesaws-java-sdk-ses 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-simpledbaws-java-sdk-simpledb 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-simpleworkflowaws-java-sdk-simpleworkflow 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-snsaws-java-sdk-sns 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-sqsaws-java-sdk-sqs 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-ssmaws-java-sdk-ssm 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-storagegatewayaws-java-sdk-storagegateway 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-stsaws-java-sdk-sts 1.11.6551.11.655
com.amazonawscom.amazonaws aws-java-sdk-supportaws-java-sdk-support 1.11.6551.11.655
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 1.11.6551.11.655
com.amazonawscom.amazonaws jmespath-javajmespath-java 1.11.6551.11.655
com.chuusaicom.chuusai shapeless_2.12shapeless_2.12 2.3.32.3.3
com.clearspring.analyticscom.clearspring.analytics 流 (stream)stream 2.9.62.9.6
com.databrickscom.databricks RserveRserve 1.8-31.8-3
com.databrickscom.databricks jets3tjets3t 0.7.1-00.7.1-0
com.databricks.scalapbcom.databricks.scalapb compilerplugin_2.12compilerplugin_2.12 0.4.15-100.4.15-10
com.databricks.scalapbcom.databricks.scalapb scalapb-runtime_2.12scalapb-runtime_2.12 0.4.15-100.4.15-10
com.esotericsoftwarecom.esotericsoftware kryo-shadedkryo-shaded 4.0.24.0.2
com.esotericsoftwarecom.esotericsoftware minlogminlog 1.3.01.3.0
com.fasterxmlcom.fasterxml classmateclassmate 1.3.41.3.4
com.fasterxml.jackson.corecom.fasterxml.jackson.core jackson-annotationsjackson-annotations 2.10.02.10.0
com.fasterxml.jackson.corecom.fasterxml.jackson.core jackson-corejackson-core 2.10.02.10.0
com.fasterxml.jackson.corecom.fasterxml.jackson.core jackson-databindjackson-databind 2.10.02.10.0
com.fasterxml.jackson.dataformatcom.fasterxml.jackson.dataformat jackson-dataformat-cborjackson-dataformat-cbor 2.10.02.10.0
com.fasterxml.jackson.datatypecom.fasterxml.jackson.datatype jackson-datatype-jodajackson-datatype-joda 2.10.02.10.0
com.fasterxml.jackson.modulecom.fasterxml.jackson.module jackson-module-paranamerjackson-module-paranamer 2.10.02.10.0
com.fasterxml.jackson.modulecom.fasterxml.jackson.module jackson-module-scala_2.12jackson-module-scala_2.12 2.10.02.10.0
com.github.ben-manes.caffeinecom.github.ben-manes.caffeine caffeinecaffeine 2.3.42.3.4
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.joshelsercom.github.joshelser dropwizard-metrics-hadoop-metrics2-reporterdropwizard-metrics-hadoop-metrics2-reporter 0.1.20.1.2
com.github.lubencom.github.luben zstd-jnizstd-jni 1.4.4-31.4.4-3
com.github.wendykierpcom.github.wendykierp JTransformsJTransforms 3.13.1
com.google.code.findbugscom.google.code.findbugs jsr305jsr305 3.0.03.0.0
com.google.code.gsoncom.google.code.gson gsongson 2.2.42.2.4
com.google.flatbufferscom.google.flatbuffers flatbuffers-javaflatbuffers-java 1.9.01.9.0
com.google.guavacom.google.guava guavaguava 15.015.0
com.google.protobufcom.google.protobuf protobuf-javaprotobuf-java 2.6.12.6.1
com.h2databasecom.h2database h2h2 1.4.1951.4.195
com.helgercom.helger profilerprofiler 1.1.11.1.1
com.jcraftcom.jcraft jschjsch 0.1.500.1.50
com.jolboxcom.jolbox bonecpbonecp 0.8.0.RELEASE0.8.0.RELEASE
com.lihaoyicom.lihaoyi sourcecode_2.12sourcecode_2.12 0.1.90.1.9
com.microsoft.azurecom.microsoft.azure azure-data-lake-store-sdkazure-data-lake-store-sdk 2.2.82.2.8
com.microsoft.sqlservercom.microsoft.sqlserver mssql-jdbcmssql-jdbc 8.2.1.jre88.2.1.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.tdunningcom.tdunning jsonjson 1.81.8
com.thoughtworks.paranamercom.thoughtworks.paranamer paranamerparanamer 2.82.8
com.trueaccord.lensescom.trueaccord.lenses lenses_2.12lenses_2.12 0.4.120.4.12
com.twittercom.twitter chill-javachill-java 0.9.50.9.5
com.twittercom.twitter chill_2.12chill_2.12 0.9.50.9.5
com.twittercom.twitter util-app_2.12util-app_2.12 7.1.07.1.0
com.twittercom.twitter util-core_2.12util-core_2.12 7.1.07.1.0
com.twittercom.twitter util-function_2.12util-function_2.12 7.1.07.1.0
com.twittercom.twitter util-jvm_2.12util-jvm_2.12 7.1.07.1.0
com.twittercom.twitter util-lint_2.12util-lint_2.12 7.1.07.1.0
com.twittercom.twitter util-registry_2.12util-registry_2.12 7.1.07.1.0
com.twittercom.twitter util-stats_2.12util-stats_2.12 7.1.07.1.0
com.typesafecom.typesafe configconfig 1.2.11.2.1
com.typesafe.scala-loggingcom.typesafe.scala-logging scala-logging_2.12scala-logging_2.12 3.7.23.7.2
com.univocitycom.univocity univocity-parsersunivocity-parsers 2.8.32.8.3
com.zaxxercom.zaxxer HikariCPHikariCP 3.1.03.1.0
commons-beanutilscommons-beanutils commons-beanutilscommons-beanutils 1.9.41.9.4
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-fileuploadcommons-fileupload commons-fileuploadcommons-fileupload 1.3.31.3.3
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 1.0.101.0.10
io.airliftio.airlift aircompressoraircompressor 0.100.10
io.dropwizard.metricsio.dropwizard.metrics metrics-coremetrics-core 4.1.14.1.1
io.dropwizard.metricsio.dropwizard.metrics metrics-graphitemetrics-graphite 4.1.14.1.1
io.dropwizard.metricsio.dropwizard.metrics metrics-healthchecksmetrics-healthchecks 4.1.14.1.1
io.dropwizard.metricsio.dropwizard.metrics metrics-jetty9metrics-jetty9 4.1.14.1.1
io.dropwizard.metricsio.dropwizard.metrics metrics-jmxmetrics-jmx 4.1.14.1.1
io.dropwizard.metricsio.dropwizard.metrics metrics-jsonmetrics-json 4.1.14.1.1
io.dropwizard.metricsio.dropwizard.metrics metrics-jvmmetrics-jvm 4.1.14.1.1
io.dropwizard.metricsio.dropwizard.metrics metrics-servletsmetrics-servlets 4.1.14.1.1
io.nettyio.netty netty-allnetty-all 4.1.47.Final4.1.47.Final
jakarta.annotationjakarta.annotation jakarta.annotation-apijakarta.annotation-api 1.3.51.3.5
jakarta.validationjakarta.validation jakarta.validation-apijakarta.validation-api 2.0.22.0.2
jakarta.ws.rsjakarta.ws.rs jakarta.ws.rs-apijakarta.ws.rs-api 2.1.62.1.6
javax.activationjavax.activation activationactivation 1.1.11.1.1
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.transactionjavax.transaction transaction-apitransaction-api 1.11.1
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 2.10.52.10.5
log4jlog4j apache-log4j-extrasapache-log4j-extras 1.2.171.2.17
log4jlog4j log4jlog4j 1.2.171.2.17
net.razorvinenet.razorvine pyrolitepyrolite 4.304.30
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 0.9.60.9.6
net.snowflakenet.snowflake snowflake-jdbcsnowflake-jdbc 3.12.83.12.8
net.snowflakenet.snowflake spark-snowflake_2.12spark-snowflake_2.12 2.8.1-spark_3.02.8.1-spark_3.0
net.sourceforge.f2jnet.sourceforge.f2j arpack_combined_allarpack_combined_all 0.10.1
org.acplt.remoteteaorg.acplt.remotetea remotetea-oncrpcremotetea-oncrpc 1.1.21.1.2
org.antlrorg.antlr ST4ST4 4.0.44.0.4
org.antlrorg.antlr antlr-runtimeantlr-runtime 3.5.23.5.2
org.antlrorg.antlr antlr4-runtimeantlr4-runtime 4.7.14.7.1
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 0.15.10.15.1
org.apache.arroworg.apache.arrow arrow-memoryarrow-memory 0.15.10.15.1
org.apache.arroworg.apache.arrow arrow-vectorarrow-vector 0.15.10.15.1
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.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 3.93.9
org.apache.commonsorg.apache.commons commons-math3commons-math3 3.4.13.4.1
org.apache.commonsorg.apache.commons commons-textcommons-text 1.61.6
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 2.7.42.7.4
org.apache.hadooporg.apache.hadoop hadoop-authhadoop-auth 2.7.42.7.4
org.apache.hadooporg.apache.hadoop hadoop-clienthadoop-client 2.7.42.7.4
org.apache.hadooporg.apache.hadoop hadoop-commonhadoop-common 2.7.42.7.4
org.apache.hadooporg.apache.hadoop hadoop-hdfshadoop-hdfs 2.7.42.7.4
org.apache.hadooporg.apache.hadoop hadoop-mapreduce-client-apphadoop-mapreduce-client-app 2.7.42.7.4
org.apache.hadooporg.apache.hadoop hadoop-mapreduce-client-commonhadoop-mapreduce-client-common 2.7.42.7.4
org.apache.hadooporg.apache.hadoop hadoop-mapreduce-client-corehadoop-mapreduce-client-core 2.7.42.7.4
org.apache.hadooporg.apache.hadoop hadoop-mapreduce-client-jobclienthadoop-mapreduce-client-jobclient 2.7.42.7.4
org.apache.hadooporg.apache.hadoop hadoop-mapreduce-client-shufflehadoop-mapreduce-client-shuffle 2.7.42.7.4
org.apache.hadooporg.apache.hadoop hadoop-yarn-apihadoop-yarn-api 2.7.42.7.4
org.apache.hadooporg.apache.hadoop hadoop-yarn-clienthadoop-yarn-client 2.7.42.7.4
org.apache.hadooporg.apache.hadoop hadoop-yarn-commonhadoop-yarn-common 2.7.42.7.4
org.apache.hadooporg.apache.hadoop hadoop-yarn-server-commonhadoop-yarn-server-common 2.7.42.7.4
org.apache.hiveorg.apache.hive hive-beelinehive-beeline 2.3.72.3.7
org.apache.hiveorg.apache.hive hive-clihive-cli 2.3.72.3.7
org.apache.hiveorg.apache.hive hive-commonhive-common 2.3.72.3.7
org.apache.hiveorg.apache.hive hive-exec-corehive-exec-core 2.3.72.3.7
org.apache.hiveorg.apache.hive hive-jdbchive-jdbc 2.3.72.3.7
org.apache.hiveorg.apache.hive hive-llap-clienthive-llap-client 2.3.72.3.7
org.apache.hiveorg.apache.hive hive-llap-commonhive-llap-common 2.3.72.3.7
org.apache.hiveorg.apache.hive hive-metastorehive-metastore 2.3.72.3.7
org.apache.hiveorg.apache.hive hive-serdehive-serde 2.3.72.3.7
org.apache.hiveorg.apache.hive hive-shimshive-shims 2.3.72.3.7
org.apache.hiveorg.apache.hive hive-storage-apihive-storage-api 2.7.12.7.1
org.apache.hiveorg.apache.hive hive-vector-code-genhive-vector-code-gen 2.3.72.3.7
org.apache.hive.shimsorg.apache.hive.shims hive-shims-0.23hive-shims-0.23 2.3.72.3.7
org.apache.hive.shimsorg.apache.hive.shims hive-shims-commonhive-shims-common 2.3.72.3.7
org.apache.hive.shimsorg.apache.hive.shims hive-shims-schedulerhive-shims-scheduler 2.3.72.3.7
org.apache.htraceorg.apache.htrace htrace-corehtrace-core 3.1.0-incubating3.1.0-incubating
org.apache.httpcomponentsorg.apache.httpcomponents httpclienthttpclient 4.5.64.5.6
org.apache.httpcomponentsorg.apache.httpcomponents httpcorehttpcore 4.4.124.4.12
org.apache.ivyorg.apache.ivy ivyivy 2.4.02.4.0
org.apache.orcorg.apache.orc orc-coreorc-core 1.5.101.5.10
org.apache.orcorg.apache.orc orc-mapreduceorc-mapreduce 1.5.101.5.10
org.apache.orcorg.apache.orc orc-shimsorc-shims 1.5.101.5.10
org.apache.parquetorg.apache.parquet parquet-columnparquet-column 1.10.1.2-databricks41.10.1.2-databricks4
org.apache.parquetorg.apache.parquet parquet-commonparquet-common 1.10.1.2-databricks41.10.1.2-databricks4
org.apache.parquetorg.apache.parquet parquet-encodingparquet-encoding 1.10.1.2-databricks41.10.1.2-databricks4
org.apache.parquetorg.apache.parquet parquet-formatparquet-format 2.4.02.4.0
org.apache.parquetorg.apache.parquet parquet-hadoopparquet-hadoop 1.10.1.2-databricks41.10.1.2-databricks4
org.apache.parquetorg.apache.parquet parquet-jacksonparquet-jackson 1.10.1.2-databricks41.10.1.2-databricks4
org.apache.thriftorg.apache.thrift libfb303libfb303 0.9.30.9.3
org.apache.thriftorg.apache.thrift libthriftlibthrift 0.12.00.12.0
org.apache.velocityorg.apache.velocity 速度velocity 1.51.5
org.apache.xbeanorg.apache.xbean xbean-asm7-shadedxbean-asm7-shaded 4.154.15
org.apache.yetusorg.apache.yetus audience-annotationsaudience-annotations 0.5.00.5.0
org.apache.zookeeperorg.apache.zookeeper zookeeperzookeeper 3.4.143.4.14
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 3.0.163.0.16
org.codehaus.janinoorg.codehaus.janino janinojanino 3.0.163.0.16
org.datanucleusorg.datanucleus datanucleus-api-jdodatanucleus-api-jdo 4.2.44.2.4
org.datanucleusorg.datanucleus datanucleus-coredatanucleus-core 4.1.174.1.17
org.datanucleusorg.datanucleus datanucleus-rdbmsdatanucleus-rdbms 4.1.194.1.19
org.datanucleusorg.datanucleus javax.jdojavax.jdo 3.2.0-m33.2.0-m3
org.eclipse.jettyorg.eclipse.jetty jetty-clientjetty-client 9.4.18.v201904299.4.18.v20190429
org.eclipse.jettyorg.eclipse.jetty jetty-continuationjetty-continuation 9.4.18.v201904299.4.18.v20190429
org.eclipse.jettyorg.eclipse.jetty jetty-httpjetty-http 9.4.18.v201904299.4.18.v20190429
org.eclipse.jettyorg.eclipse.jetty jetty-iojetty-io 9.4.18.v201904299.4.18.v20190429
org.eclipse.jettyorg.eclipse.jetty jetty-jndijetty-jndi 9.4.18.v201904299.4.18.v20190429
org.eclipse.jettyorg.eclipse.jetty jetty-plusjetty-plus 9.4.18.v201904299.4.18.v20190429
org.eclipse.jettyorg.eclipse.jetty jetty-proxyjetty-proxy 9.4.18.v201904299.4.18.v20190429
org.eclipse.jettyorg.eclipse.jetty jetty-securityjetty-security 9.4.18.v201904299.4.18.v20190429
org.eclipse.jettyorg.eclipse.jetty jetty-serverjetty-server 9.4.18.v201904299.4.18.v20190429
org.eclipse.jettyorg.eclipse.jetty jetty-servletjetty-servlet 9.4.18.v201904299.4.18.v20190429
org.eclipse.jettyorg.eclipse.jetty jetty-servletsjetty-servlets 9.4.18.v201904299.4.18.v20190429
org.eclipse.jettyorg.eclipse.jetty jetty-utiljetty-util 9.4.18.v201904299.4.18.v20190429
org.eclipse.jettyorg.eclipse.jetty jetty-webappjetty-webapp 9.4.18.v201904299.4.18.v20190429
org.eclipse.jettyorg.eclipse.jetty jetty-xmljetty-xml 9.4.18.v201904299.4.18.v20190429
org.fusesource.leveldbjniorg.fusesource.leveldbjni leveldbjni-allleveldbjni-all 1.81.8
org.glassfish.hk2org.glassfish.hk2 hk2-apihk2-api 2.6.12.6.1
org.glassfish.hk2org.glassfish.hk2 hk2-locatorhk2-locator 2.6.12.6.1
org.glassfish.hk2org.glassfish.hk2 hk2-utilshk2-utils 2.6.12.6.1
org.glassfish.hk2org.glassfish.hk2 osgi-resource-locatorosgi-resource-locator 1.0.31.0.3
org.glassfish.hk2.externalorg.glassfish.hk2.external aopalliance-repackagedaopalliance-repackaged 2.6.12.6.1
org.glassfish.hk2.externalorg.glassfish.hk2.external jakarta.injectjakarta.inject 2.6.12.6.1
org.glassfish.jersey.containersorg.glassfish.jersey.containers jersey-container-servletjersey-container-servlet 2.302.30
org.glassfish.jersey.containersorg.glassfish.jersey.containers jersey-container-servlet-corejersey-container-servlet-core 2.302.30
org.glassfish.jersey.coreorg.glassfish.jersey.core jersey-clientjersey-client 2.302.30
org.glassfish.jersey.coreorg.glassfish.jersey.core jersey-commonjersey-common 2.302.30
org.glassfish.jersey.coreorg.glassfish.jersey.core jersey-serverjersey-server 2.302.30
org.glassfish.jersey.injectorg.glassfish.jersey.inject jersey-hk2jersey-hk2 2.302.30
org.glassfish.jersey.mediaorg.glassfish.jersey.media jersey-media-jaxbjersey-media-jaxb 2.302.30
org.hibernate.validatororg.hibernate.validator hibernate-validatorhibernate-validator 6.1.0.Final6.1.0.Final
org.javassistorg.javassist javassistjavassist 3.25.0-GA3.25.0-GA
org.jboss.loggingorg.jboss.logging jboss-loggingjboss-logging 3.3.2.Final3.3.2.Final
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_2.12json4s-ast_2.12 3.6.63.6.6
org.json4sorg.json4s json4s-core_2.12json4s-core_2.12 3.6.63.6.6
org.json4sorg.json4s json4s-jackson_2.12json4s-jackson_2.12 3.6.63.6.6
org.json4sorg.json4s json4s-scalap_2.12json4s-scalap_2.12 3.6.63.6.6
org.lz4org.lz4 lz4-javalz4-java 1.7.11.7.1
org.mariadb.jdbcorg.mariadb.jdbc mariadb-java-clientmariadb-java-client 2.1.22.1.2
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
org.rocksdborg.rocksdb rocksdbjnirocksdbjni 6.2.26.2.2
org.rosuda.REngineorg.rosuda.REngine REngineREngine 2.1.02.1.0
org.scala-langorg.scala-lang scala-compiler_2.12scala-compiler_2.12 2.12.102.12.10
org.scala-langorg.scala-lang scala-library_2.12scala-library_2.12 2.12.102.12.10
org.scala-langorg.scala-lang scala-reflect_2.12scala-reflect_2.12 2.12.102.12.10
org.scala-lang.modulesorg.scala-lang.modules scala-collection-compat_2.12scala-collection-compat_2.12 2.1.12.1.1
org.scala-lang.modulesorg.scala-lang.modules scala-parser-combinators_2.12scala-parser-combinators_2.12 1.1.21.1.2
org.scala-lang.modulesorg.scala-lang.modules scala-xml_2.12scala-xml_2.12 1.2.01.2.0
org.scala-sbtorg.scala-sbt test-interfacetest-interface 1.01.0
org.scalacheckorg.scalacheck scalacheck_2.12scalacheck_2.12 1.14.21.14.2
org.scalacticorg.scalactic scalactic_2.12scalactic_2.12 3.0.83.0.8
org.scalanlporg.scalanlp breeze-macros_2.12breeze-macros_2.12 1.01.0
org.scalanlporg.scalanlp breeze_2.12breeze_2.12 1.01.0
org.scalatestorg.scalatest scalatest_2.12scalatest_2.12 3.0.83.0.8
org.slf4jorg.slf4j jcl-over-slf4jjcl-over-slf4j 1.7.301.7.30
org.slf4jorg.slf4j jul-to-slf4jjul-to-slf4j 1.7.301.7.30
org.slf4jorg.slf4j slf4j-apislf4j-api 1.7.301.7.30
org.slf4jorg.slf4j slf4j-log4j12slf4j-log4j12 1.7.301.7.30
org.spark-project.sparkorg.spark-project.spark unusedunused 1.0.01.0.0
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.threetenorg.threeten threeten-extrathreeten-extra 1.5.01.5.0
org.tukaaniorg.tukaani xzxz 1.51.5
org.typelevelorg.typelevel algebra_2.12algebra_2.12 2.0.0-M22.0.0-M2
org.typelevelorg.typelevel cats-kernel_2.12cats-kernel_2.12 2.0.0-M42.0.0-M4
org.typelevelorg.typelevel machinist_2.12machinist_2.12 0.6.80.6.8
org.typelevelorg.typelevel macro-compat_2.12macro-compat_2.12 1.1.11.1.1
org.typelevelorg.typelevel spire-macros_2.12spire-macros_2.12 0.17.0-M10.17.0-M1
org.typelevelorg.typelevel spire-platform_2.12spire-platform_2.12 0.17.0-M10.17.0-M1
org.typelevelorg.typelevel spire-util_2.12spire-util_2.12 0.17.0-M10.17.0-M1
org.typelevelorg.typelevel spire_2.12spire_2.12 0.17.0-M10.17.0-M1
org.xerialorg.xerial sqlite-jdbcsqlite-jdbc 3.8.11.23.8.11.2
org.xerial.snappyorg.xerial.snappy snappy-javasnappy-java 1.1.7.51.1.7.5
org.yamlorg.yaml snakeyamlsnakeyaml 1.241.24
orooro orooro 2.0.82.0.8
pl.edu.icmpl.edu.icm JLargeArraysJLargeArrays 1.51.5
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