Databricks Runtime 5.3(不受支持)Databricks Runtime 5.3 (Unsupported)

Databricks 于 2019 年 4 月发布了此映像。Databricks released this image in April 2019.

以下发行说明提供了由 Apache Spark 支持的 Databricks Runtime 5.3 的相关信息。The following release notes provide information about Databricks Runtime 5.3, powered by Apache Spark.

新功能New Features

Databricks DeltaDatabricks Delta

按时间顺序查看正式发布Time travel GA

Delta 按时间顺序查看已升级到正式版。Delta time travel has graduated to general availability. 它添加了使用时间戳字符串或版本、使用 SQL 语法以及时间戳表达式的 DataFrameReader 选项来查询表快照的功能。It adds the ability to query a snapshot of a table using a timestamp string or a version, using SQL syntax as well as DataFrameReader options for timestamp expressions.

SELECT count(*) FROM events TIMESTAMP AS OF timestamp_expression
SELECT count(*) FROM events VERSION AS OF version

按时间顺序查看有许多用例,包括:Time travel has many use cases, including:

  • 重新创建分析、报告或输出(例如,机器学习模型的输出),这对调试或审核非常有用,尤其是在受管制的行业中。Re-creating analyses, reports, or outputs (for example, the output of a machine learning model), which is useful for debugging or auditing, especially in regulated industries.
  • 编写复杂的时态查询。Writing complex temporal queries.
  • 修复数据中的错误。Fixing mistakes in your data.
  • 为针对快速变化表的一组查询提供快照隔离。Providing snapshot isolation for a set of queries for fast changing tables.

Delta 按时间顺序查看Delta time travel

请参阅查询表的较旧快照(按时间顺序查看)选择合并到(Azure Databricks 上的 Delta Lake)See Query an older snapshot of a table (time travel), Select, and Merge Into (Delta Lake on Azure Databricks).

MySQL 表复制到 Delta 公共预览版MySQL table replication to Delta Public Preview

将数据从 MySQL 表直接流式传输到 Delta,以供 Spark 分析或数据科学工作流中的下游使用。Stream data from a MySQL table directly into Delta for downstream consumption in Spark analytics or data science workflows. 利用 MySQL 用于复制到其他实例的相同策略,使用 binlog 标识随后进行处理并流式传输到 Databricks 的更新,如下所示:Leveraging the same strategy that MySQL uses for replication to other instances, the binlog is used to identify updates that are then processed and streamed to Databricks as follows:

  • 读取数据库日志中的更改事件。Reads change events from the database log.
  • 将事件流式传输到 Databricks。Streams the events to Databricks.
  • 按相同顺序写入 Delta 表。Writes in the same order to a Delta table.
  • 在与源断开连接时保持状态。Maintains state in case of disconnects from the source.

个人预览功能Private preview features

此版本包含适用于 Delta Lake 的以下个人预览功能:This release contains the following private preview features for Delta Lake:

  • 添加了允许 Presto 直接查询 Delta 表的试验命令。Added an experimental command that allows Presto to directly query Delta tables.
  • 自动优化功能会在每次写入 Delta 表的过程中优化文件布局,并防止小文件在 Delta 表中累积,以保持高速查询性能。Auto Optimize optimizes the file layout during individual writes to a Delta table and prevents small files from accumulating in your Delta tables to maintain lightning-speed query performance. 此外,由于在写入操作中引入了自适应随机选择,因此对已分区 Delta 表进行写入和更新插入的速度可能会大大提高。In addition, writes and upserts into partitioned Delta tables may enjoy large speedups thanks to an adaptive shuffle introduced into writes.

如果你想参与任一预览,请联系 Databricks 客户代表。If you want to participate in either preview, contact your Databricks account representative.

经过优化的用于深度学习工作负载的 DBFS FUSE 文件夹Optimized DBFS FUSE folder for deep learning workloads

Azure Databricks 现在提供已优化的 FUSE 装载。Azure Databricks now offers an optimized FUSE mount. 你可以在训练和推理过程中进行高性能的数据访问,而无需应用初始化脚本。You can have high-performance data access during training and inference without applying init scripts. 存储在 dbfs:/ml 下并可在 file:/dbfs/ml 本地访问的数据现在受到这一经优化的 FUSE 装载支持。Data stored under dbfs:/ml and accessible locally at file:/dbfs/ml is now backed by this optimized FUSE mount. 请参阅加载数据See Load data.

改进Improvements

  • 笔记本范围内的库:Notebook-scoped libraries:

    • 支持 dbutils.library.installPyPI 中的其他功能Support for Extras in dbutils.library.installPyPI.
    • 支持为 Azure 文件系统中的库安装笔记本范围内的库,包括 wasbsadlsabfssSupport for notebook-scoped library installation for libraries in the Azure file system, including wasbs, adls, and abfss.
    • 改进了笔记本范围内的库在不受支持的目标上的错误消息。Improved error messages for notebook-scoped libraries on unsupported targets. 例如:“库实用程序在用于机器学习的 Databricks Runtime 上不可用。”For example: “Library utilities are not available on Databricks Runtime for Machine Learning.”
  • 连接到 Azure Data Lake Storage Gen2 (ADLS Gen2),而无需向服务主体授予帐户范围的“存储 Blob 数据参与者”RBAC 角色。Connect to Azure Data Lake Storage Gen2 (ADLS Gen2) without having to grant an account-wide “Storage Blob Data Contributor” RBAC role to the Service Principal.

  • Databricks 顾问具有提高查询性能的其他提示:Databricks Advisor has additional hints to improve the performance of queries:

    • 如果每个分区有很多小文件 -> 将表转换为 Delta 并运行 OPTIMIZEWhen there are many small files per partition -> Convert table to Delta and run OPTIMIZE.
    • 如果有高选择性筛选器 -> 将其转换为 Delta 并使用 ZORDER BYWhen there is a highly selective filter -> Convert to Delta and use ZORDER BY.
    • 如果从 Hive 中提取元数据成为瓶颈 -> 将表转换为 Delta。When metadata fetches from Hive become a bottleneck -> Convert your table to Delta.
  • 已将 Ubuntu 从 16.04.5 LTS 升级到 16.04.6 LTS。Upgraded Ubuntu from 16.04.5 LTS to 16.04.6 LTS.

  • 已将 Scala 2.11 从 2.11.8 升级到 2.11.12。Upgraded Scala 2.11 from 2.11.8 to 2.11.12.

  • 升级了一些已安装的 Python 库:Upgraded some installed Python libraries:

    • pip:18.1 到 19.0.3。pip: 18.1 to 19.0.3.
    • setuptools:40.6.3 到 40.8.0setuptools: 40.6.3 to 40.8.0
    • wheel:0.32.3 到 0.33.1wheel: 0.32.3 to 0.33.1
  • 已将 R 从 3.4.4 升级到 3.5.2。Upgraded R from 3.4.4 to 3.5.2.

  • 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.

弃用Deprecation

  • 不再支持用于结构化流式处理的 Apache Kafka 0.8 连接器。Apache Kafka 0.8 connector for Structured Streaming is no longer supported. 它包含在 Databricks Runtime 5.3 中,但将从未来的 Databricks Runtime 版本中删除。It is included in Databricks Runtime 5.3 but will be removed from a future Databricks Runtime release.
  • Databricks ML 模型导出已弃用,并将在 Databricks Runtime 6.0 中删除。Databricks ML Model Export is deprecated and will be removed in Databricks Runtime 6.0. 改用 MLeap 来导入和导出模型。Use MLeap for importing and exporting models instead.
  • spark.databricks.pyspark.enableExecutorFsPerms 作为配置选项删除。Removed spark.databricks.pyspark.enableExecutorFsPerms as a configuration option.

Bug 修复Bug fixes

  • 修复了为表 ACL 启用的群集的群集范围的 Python Egg 库安装。Fixed cluster-wide Python Egg library installation for clusters enabled for table ACLs.
  • 修复了在执行命令之前取消调用的情况,改进了 Python 命令取消。Improved Python command cancellation by fixing the situation in which cancellation is called before the command is executed.
  • 修复了表 ACL 中的 bug:现在,当你列出数据库或目录中的对象时,仅会看到你有权查看的对象。Fixed a bug in table ACLs: now when you list objects in a database or catalog, you see only the objects that you have permission to see.

Apache SparkApache Spark

Databricks Runtime 5.3 包括 Apache Spark 2.4.0。Databricks Runtime 5.3 includes Apache Spark 2.4.0. 此版本包括 Databricks Runtime 5.2(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 5.2 (Unsupported), as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-27134][SQL] array_distinct 函数不能正确处理包含数组数组的列[SPARK-27134][SQL] array_distinct function does not work correctly with columns containing array of array
  • [SPARK-24669][SQL] 在删除数据库级联的情况下使表失效[SPARK-24669][SQL] Invalidate tables in case of DROP DATABASE CASCADE
  • [SPARK-26572][SQL] 修复聚合 codegen 结果计算[SPARK-26572][SQL] fix aggregate codegen result evaluation
  • [SPARK-27046][DSTREAMS] 从文档中删除与 SPARK-19185 相关的引用[SPARK-27046][DSTREAMS] Remove SPARK-19185 related references from documentation
  • [SPARK-26449][PYTHON] 将转换方法添加到数据帧 API[SPARK-26449][PYTHON] Add transform method to DataFrame API
  • [SPARK-26740][SQL] 读取由 Spark 3.0 写入的时间戳/日期列统计信息[SPARK-26740][SQL] Read timestamp/date column stats written by Spark 3.0
  • [SPARK-26909][SQL] 在 HashAggregate 中将 unsafeRow.hashCode() 用作哈希值[SPARK-26909][SQL] use unsafeRow.hashCode() as hash value in HashAggregate
  • [SPARK-26990][SQL] FileIndex:使用用户指定的字段名称(如果可能)[SPARK-26990][SQL] FileIndex: use user specified field names if possible
  • [SPARK-26851][SQL] 修复 CachedRDDBuilder 中的双重检查锁定[SPARK-26851][SQL] Fix double-checked locking in CachedRDDBuilder
  • [SPARK-26864][SQL] 如果 Python UDF 用作左半联接条件,则查询可能会返回不正确的结果[SPARK-26864][SQL] Query may return incorrect result when Python UDF is used as a left-semi join condition
  • [SPARK-26887][SQL][PYTHON] 直接创建 datetime.date,而不是创建 datetime64 作为中间数据。[SPARK-26887][SQL][PYTHON] Create datetime.date directly instead of creating datetime64 as intermediate data.
  • [SPARK-26859][SQL] 修复非向量化 ORC 反序列化程序中的字段编写器索引 bug[SPARK-26859][SQL] Fix field writer index bug in non-vectorized ORC deserializer
  • [SPARK-26864][SQL] 如果 Python UDF 用作联接条件,并且 udf 使用左半联接两个分支中的属性,则查询可能会返回不正确的结果[SPARK-26864][SQL] Query may return incorrect result when Python UDF is used as a join condition and the udf uses attributes from both legs of left semi join
  • [SPARK-24360][SPARK-26091][BACKPORT][SQL] 支持 Hive 3.1 元存储[SPARK-24360][SPARK-26091][BACKPORT][SQL] Support Hive 3.1 metastore
  • [SPARK-26873][SQL] 使用一致的时间戳生成 Hadoop 作业 ID。[SPARK-26873][SQL] Use a consistent timestamp to build Hadoop Job IDs.
  • [SPARK-26734][STREAMING] 修复了具有大型块队列的 StackOverflowError[SPARK-26734][STREAMING] Fix StackOverflowError with large block queue
  • [SPARK-26758][CORE] 未在 spark.dynamiAllocation.executorIdleTimeout 值后终止空闲执行程序[SPARK-26758][CORE] Idle Executors are not getting killed after spark.dynamiAllocation.executorIdleTimeout value
  • [SPARK-26751][SQL] 修复语句在后台运行并引发不是 HiveSQLException 的异常时的内存泄漏[SPARK-26751][SQL] Fix memory leak when statement run in background and throw exception which is not HiveSQLException
  • [SPARK-26806][SS] EventTimeStats.merge 应正确处理零[SPARK-26806][SS] EventTimeStats.merge should handle zeros correctly
  • [SPARK-26745][SPARK-24959][SQL] 通过以下方式还原 JSON 数据源中的计数优化[SPARK-26745][SPARK-24959][SQL] Revert count optimization in JSON datasource by
  • [SPARK-26757][GRAPHX] 对于空的 Edge/Vertex RDD 上的计数返回 0[SPARK-26757][GRAPHX] Return 0 for count on empty Edge/Vertex RDDs
  • [SPARK-26726] 将广播变量使用的内存量同步到 UI 显示[SPARK-26726] Synchronize the amount of memory used by the broadcast variable to the UI display
  • [SPARK-26718][SS] 修复了 SS kafka rateLimit 计算中的整数溢出[SPARK-26718][SS] Fixed integer overflow in SS kafka rateLimit calculation
  • [SPARK-26708][SQL] 由于 SQL 缓存的缓存 RDD 与其物理计划之间的不一致而导致的错误结果[SPARK-26708][SQL] Incorrect result caused by inconsistency between a SQL cache’s cached RDD and its physical plan
  • [SPARK-26735][SQL] 验证特殊表达式的计划完整性[SPARK-26735][SQL] Verify plan integrity for special expressions
  • [SPARK-26619][SQL] 删除 SerializeFromObject 中未使用的序列化程序[SPARK-26619][SQL] Prune the unused serializers from SerializeFromObject
  • [SPARK-26379][SS] 使用虚拟 TimeZoneId 来避免 CurrentBatchTimestamp 中的 UnresolvedException[SPARK-26379][SS] Use dummy TimeZoneId to avoid UnresolvedException in CurrentBatchTimestamp
  • [SPARK-26495][SQL] 简化 SelectedField 提取程序[SPARK-26495][SQL] Simplify the SelectedField extractor
  • [SPARK-26379][SS] 修复有关将 current_timestamp/current_date 添加到流式处理查询的问题[SPARK-26379][SS] Fix issue on adding current_timestamp/current_date to streaming query
  • [SPARK-26709][SQL] OptimizeMetadataOnlyQuery 无法正确处理空记录[SPARK-26709][SQL] OptimizeMetadataOnlyQuery does not handle empty records correctly
  • [SPARK-26680][SQL] 在适当的条件下积极创建 inputVars[SPARK-26680][SQL] Eagerly create inputVars while conditions are appropriate
  • [SPARK-26682][SQL] 对 Hadoop 使用 taskAttemptID 而不是 attemptNumber。[SPARK-26682][SQL] Use taskAttemptID instead of attemptNumber for Hadoop.
  • [SPARK-26706][SQL] 为 ByteType 修复 illegalNumericPrecedence[SPARK-26706][SQL] Fix illegalNumericPrecedence for ByteType
  • [SPARK-26228][MLLIB] 计算 Gramian 矩阵时遇到 OOM 问题[SPARK-26228][MLLIB] OOM issue encountered when computing Gramian matrix
  • [SPARK-26665][CORE] 修复 BlockTransferService.fetchBlockSync 可能永远挂起的 bug[SPARK-26665][CORE] Fix a bug that BlockTransferService.fetchBlockSync may hang forever
  • [SPARK-26549][PYSPARK] python 辅助角色重用的修复对并行化延迟迭代范围不起作用[SPARK-26549][PYSPARK] Fix for python worker reuse take no effect for parallelize lazy iterable range
  • [SPARK-26351][MLLIB] 更新 mllib 评估指标中的文档和较小的更正[SPARK-26351][MLLIB] Update doc and minor correction in the mllib evaluation metrics
  • [SPARK-26450]避免为投影中的每一列重建架构映射[SPARK-26450]Avoid rebuilding map of schema for every column in a projection
  • [SPARK-26638][PYSPARK][ML] Pyspark 矢量类始终返回一元求反错误[SPARK-26638][PYSPARK][ML] Pyspark vector classes always return error for unary negation
  • [SPARK-26633][REPL] 添加 ExecutorClassLoader.getResourceAsStream[SPARK-26633][REPL] Add ExecutorClassLoader.getResourceAsStream
  • [SPARK-26629][SS] 修复了查询中的多个文件流的错误 + 在没有一个文件流数据的批上重新启动[SPARK-26629][SS] Fixed error with multiple file stream in a query + restart on a batch that has no data for one file stream
  • [SPARK-25992][PYTHON] 无法共享文档 SparkContext 以进行多重处理[SPARK-25992][PYTHON] Document SparkContext cannot be shared for multiprocessing
  • [SPARK-26615][CORE] 修复核心 unittests 中的传输服务器/客户端资源泄漏[SPARK-26615][CORE] Fixing transport server/client resource leaks in the core unittests
  • [SPARK-26350][SS] 允许替代 Kafka 使用者的组 ID[SPARK-26350][SS] Allow to override group id of the Kafka consumer
  • [SPARK-26538][SQL] 为 postgres 数值阵列的元素设置默认的精度和小数位数[SPARK-26538][SQL] Set default precision and scale for elements of postgres numeric array
  • [SPARK-26586][SS] 修复导致流以意外配置运行的争用条件[SPARK-26586][SS] Fix race condition that causes streams to run with unexpected confs
  • [SPARK-26551][SQL] 修复在选择一个复杂字段并在另一个字段上具有不为 Null 谓词时的架构删除错误[SPARK-26551][SQL] Fix schema pruning error when selecting one complex field and having is not null predicate on another one
  • [SPARK-26576][SQL] 广播提示未应用于已分区表[SPARK-26576][SQL] Broadcast hint not applied to partitioned table
  • [SPARK-26571][SQL] 使用 Parquet 和 Orc FileFormat 的规范名称更新 Hive Serde 映射[SPARK-26571][SQL] Update Hive Serde mapping with canonical name of Parquet and Orc FileFormat
  • [SPARK-26267][SS] 检测到 Kafka 的错误偏移时重试 (2.4)[SPARK-26267][SS] Retry when detecting incorrect offsets from Kafka (2.4)
  • [SPARK-26559][ML][PYSPARK] ML 映像不能用于 1.9 之前的 numpy 版本[SPARK-26559][ML][PYSPARK] ML image can’t work with numpy versions prior to 1.9
  • [SPARK-26078][SQL] IN 子查询上的 Dedup 自联接属性[SPARK-26078][SQL] Dedup self-join attributes on IN subqueries

维护更新Maintenance updates

请参阅 Databricks Runtime 5.3 维护更新See Databricks Runtime 5.3 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3.5.2 (2018-12-20)R: R version 3.5.2 (2018-12-20)
  • 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 5.3 不支持。Although Scala 2.12 is supported in Apache Spark 2.4, it is not supported in Databricks Runtime 5.3.

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 19.0.319.0.3 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 40.8.040.8.0 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 0.33.10.33.1
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 0.2.00.2.0
backportsbackports 1.1.31.1.3 basebase 3.5.23.5.2 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 3.1.13.1.1 carcar 3.0-23.0-2
carDatacarData 3.0-23.0-2 caretcaret 6.0-816.0-81 cellrangercellranger 1.1.01.1.0
chronchron 2.3-532.3-53 classclass 7.3-157.3-15 clicli 1.0.11.0.1
cliprclipr 0.5.00.5.0 clisymbolsclisymbols 1.2.01.2.0 clustercluster 2.0.7-12.0.7-1
codetoolscodetools 0.2-160.2-16 colorspacecolorspace 1.4-01.4-0 commonmarkcommonmark 1.71.7
compilercompiler 3.5.23.5.2 configconfig 0.30.3 crayoncrayon 1.3.41.3.4
curlcurl 3.33.3 data.tabledata.table 1.12.01.12.0 datasetsdatasets 3.5.23.5.2
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 1.2.61.2.6 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 0.24.00.24.0 glmnetglmnet 2.0-162.0-16 glueglue 1.3.01.3.0
gowergower 0.1.20.1.2 graphicsgraphics 3.5.23.5.2 grDevicesgrDevices 3.5.23.5.2
gridgrid 3.5.23.5.2 gridExtragridExtra 2.32.3 gsubfngsubfn 0.70.7
gtablegtable 0.2.00.2.0 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 0.2.10.2.1
littlerlittler 0.3.60.3.6 lme4lme4 1.1-201.1-20 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 1.2-151.2-15
MatrixModelsMatrixModels 0.4-10.4-1 memoisememoise 1.1.01.1.0 方法methods 3.5.23.5.2
mgcvmgcv 1.8-271.8-27 mimemime 0.60.6 minqaminqa 1.2.41.2.4
ModelMetricsModelMetrics 1.2.21.2.2 munsellmunsell 0.5.00.5.0 mvtnormmvtnorm 1.0-91.0-9
nlmenlme 3.1-1373.1-137 nloptrnloptr 1.2.11.2.1 nnetnnet 7.3-127.3-12
numDerivnumDeriv 2016.8-12016.8-1 opensslopenssl 1.2.21.2.2 openxlsxopenxlsx 4.1.04.1.0
parallelparallel 3.5.23.5.2 pbkrtestpbkrtest 0.4-70.4-7 pillarpillar 1.3.11.3.1
pkgbuildpkgbuild 1.0.21.0.2 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 1.13.01.13.0
processxprocessx 3.2.13.2.1 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 0.3.00.3.0
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 1.0.01.0.0 RcppEigenRcppEigen 0.3.3.5.00.3.3.5.0
RcppRollRcppRoll 0.3.00.3.0 RCurlRCurl 1.95-4.111.95-4.11 readrreadr 1.3.11.3.1
readxlreadxl 1.3.01.3.0 recipesrecipes 0.1.40.1.4 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 0.3.10.3.1 RODBCRODBC 1.3-151.3-15 roxygen2roxygen2 6.1.16.1.1
rpartrpart 4.1-134.1-13 rprojrootrprojroot 1.3-21.3-2 RserveRserve 1.8-61.8-6
RSQLiteRSQLite 2.1.12.1.1 rstudioapirstudioapi 0.9.00.9.0 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 2.4.22.4.2 SparseMSparseM 1.771.77 spatialspatial 7.3-117.3-11
splinessplines 3.5.23.5.2 sqldfsqldf 0.4-110.4-11 SQUAREMSQUAREM 2017.10-12017.10-1
statmodstatmod 1.4.301.4.30 statsstats 3.5.23.5.2 stats4stats4 3.5.23.5.2
stringistringi 1.3.11.3.1 stringrstringr 1.4.01.4.0 survivalsurvival 2.43-32.43-3
syssys 3.03.0 tcltktcltk 3.5.23.5.2 TeachingDemosTeachingDemos 2.102.10
testthattestthat 2.0.12.0.1 tibbletibble 2.0.12.0.1 tidyrtidyr 0.8.30.8.3
tidyselecttidyselect 0.2.50.2.5 timeDatetimeDate 3043.1023043.102 工具tools 3.5.23.5.2
usethisusethis 1.4.01.4.0 utf8utf8 1.1.41.1.4 utilsutils 3.5.23.5.2
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 2.0.02.0.0

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-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
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-server-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 0.5.110.5.11
org.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-exechive-exec 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 1.1.7.11.1.7.1
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