Databricks Runtime 5.3 (不支持) Databricks Runtime 5.3 (Unsupported)

Databricks 于2019年4月发布此图像。Databricks released this image in April 2019.

以下发行说明提供有关 Databricks Runtime 5.3 的信息,这些信息由 Apache Spark 提供支持。The following release notes provide information about Databricks Runtime 5.3, powered by Apache Spark.

新功能New Features

Databricks DeltaDatabricks Delta

旅行 GATime travel GA

增量时间已过渡到正式上市。Delta time travel has graduated to general availability. 它添加了使用时间戳字符串或版本查询表快照的功能,该功能使用 SQL 语法以及 DataFrameReader 时间戳表达式的选项。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

旅行时有许多用例,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) ,这对于调试或审核非常有用,尤其是在管控行业中。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.
  • 编写复杂的临时查询。Writing complex temporal queries.
  • 修复数据中的错误。Fixing mistakes in your data.
  • 为快速更改表的一组查询提供快照隔离。Providing snapshot isolation for a set of queries for fast changing tables.

增量时间Delta time travel

请参阅 查询旧快照的表 (时间段) 选择合并到 Azure Databricks) 上 (Delta Lake See Query an older snapshot of a table (time travel), Select, and Merge Into (Delta Lake on Azure Databricks).

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

在 Spark 分析或数据科学工作流中,将数据从 MySQL 表直接流式传输到增量,以供下游使用。Stream data from a MySQL table directly into Delta for downstream consumption in Spark analytics or data science workflows. 利用 MySQL 用于向其他实例进行复制的相同策略, binlog 用于识别随后处理并流式传输到 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.
  • 按相同顺序写入增量表。Writes in the same order to a Delta table.
  • 保持与源断开连接时的状态。Maintains state in case of disconnects from the source.

专用预览功能Private preview features

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

  • 添加了允许 Presto 直接查询增量表的实验性命令。Added an experimental command that allows Presto to directly query Delta tables.
  • 自动优化在单个写入增量表的过程中优化文件布局,并防止小文件在增量表中累积,以维持速度快的查询性能。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,对已分区增量表的写入和 upsert 可能会喜欢大型加速,因为引入写入的自适应无序转换。In addition, writes and upserts into partitioned Delta tables may enjoy large speedups thanks to an adaptive shuffle introduced into writes.

如果要参与任一预览,请联系 Databricks 帐户代表。If you want to participate in either preview, contact your Databricks account representative.

针对深度学习工作负荷优化的 DBFS 熔断器文件夹Optimized DBFS FUSE folder for deep learning workloads

Azure Databricks 现在提供经过优化的保险丝装载。Azure Databricks now offers an optimized FUSE mount. 在定型和推理过程中,你可以具有高性能的数据访问权限,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. dbfs:/ml现在,在中存储的和可在本地访问的数据 file:/dbfs/ml 现已通过此优化保险丝装载获得支持。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

  • 笔记本作用域的库:Notebook-scoped libraries:

    • 支持中的 额外内容 dbutils.library.installPyPISupport for Extras in dbutils.library.installPyPI.
    • 支持 Azure 文件系统中库的笔记本范围库安装,包括 wasbsadlsabfssSupport for notebook-scoped library installation for libraries in the Azure file system, including wasbs, adls, and abfss.
    • 改善了不受支持的目标上的笔记本范围库的错误消息。Improved error messages for notebook-scoped libraries on unsupported targets. 例如: "库实用工具在用于机器学习的 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) ,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 Advisor 具有提高查询性能的其他提示:Databricks Advisor has additional hints to improve the performance of queries:

    • 如果每个分区有多个小文件-> 将表转换为 Delta,然后运行 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-> 转换为 Delta 并使用 ZORDER BYWhen there is a highly selective filter -> Convert to Delta and use ZORDER BY.
    • 从 Hive 中提取元数据会成为瓶颈 > 将表转换为增量。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
    • 滑轮: 0.32.3 to 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 安装的 R 库See Installed R Libraries.

弃用Deprecation

  • 已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 中移除。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.
  • 删除 spark.databricks.pyspark.enableExecutorFsPerms 为配置选项。Removed spark.databricks.pyspark.enableExecutorFsPerms as a configuration option.

Bug 修复Bug fixes

  • 修复了为表 Acl 启用群集的群集范围的 Python 蛋状物库安装。Fixed cluster-wide Python Egg library installation for clusters enabled for table ACLs.
  • 通过修复在执行命令之前调用取消的情况,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,在数据库或目录中列出对象时,您只会看到您有权查看的对象。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 (不支持) 中包含的所有 Spark 修补程序和改进,还包括以下其他 bug 修复和对 Spark 进行的改进: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 函数对于包含数组数组的列不能正常工作[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 结果评估[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 Transform 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] 使用 unsafeRow ( # A1 作为 HashAggregate 中的哈希值[SPARK-26909][SQL] use unsafeRow.hashCode() as hash value in HashAggregate
  • [SPARK-26990][SQL] FileIndex:如果可能,请使用用户指定的字段名称[SPARK-26990][SQL] FileIndex: use user specified field names if possible
  • [SPARK-26851][SQL] 修复 CachedRDDBuilder 中的双重选中锁定[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] datetime.date 直接创建,而不是创建作为中间数据的 datetime64。[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 使用左半部联接的两个支线中的属性,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][向后移植] [SQL] 支持 Hive 3.1 元存储[SPARK-24360][SPARK-26091][BACKPORT][SQL] Support Hive 3.1 metastore
  • [SPARK-26873][SQL] 使用一致的时间戳来构建 Hadoop 作业 id。[SPARK-26873][SQL] Use a consistent timestamp to build Hadoop Job IDs.
  • [SPARK-26734][流式处理] 通过大型块队列修复 StackOverflowError[SPARK-26734][STREAMING] Fix StackOverflowError with large block queue
  • [SPARK-26758][核心] 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] 当语句在后台运行并引发不是 HiveSQLException 的异常时修复内存泄漏[SPARK-26751][SQL] Fix memory leak when statement run in background and throw exception which is not HiveSQLException
  • [SPARK-26806][SS] EventTimeStats 应正确处理零[SPARK-26806][SS] EventTimeStats.merge should handle zeros correctly
  • [Spark-26745][spark-24959][SQL] 使用 JSON 数据源还原计数优化[SPARK-26745][SPARK-24959][SQL] Revert count optimization in JSON datasource by
  • [SPARK-26757][GRAPHX] 对于空边缘/顶点 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] 固定整数溢出在 SS kafka rateLimit 计算中[SPARK-26718][SS] Fixed integer overflow in SS kafka rateLimit calculation
  • [SPARK-26708][SQL] SQL 缓存的缓存 RDD 和其物理计划不一致导致的结果不正确[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] 从 SerializeFromObject 中修剪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 UnresolvedException 在 CurrentBatchTimestamp 中[SPARK-26379][SS] Use dummy TimeZoneId to avoid UnresolvedException in CurrentBatchTimestamp
  • [SPARK-26495][SQL] 简化 SelectedField 提取器[SPARK-26495][SQL] Simplify the SelectedField extractor
  • [SPARK-26379][SS] 修复将 current_timestamp/current_date 添加到流式处理查询时的问题[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] 积极创建 inputVars,同时满足条件[SPARK-26680][SQL] Eagerly create inputVars while conditions are appropriate
  • [SPARK-26682][SQL] 为 Hadoop 使用 taskAttemptID 而不是 attemptNumber。[SPARK-26682][SQL] Use taskAttemptID instead of attemptNumber for Hadoop.
  • [SPARK-26706][SQL] 修复 illegalNumericPrecedence for ByteType[SPARK-26706][SQL] Fix illegalNumericPrecedence for ByteType
  • [SPARK-26228][MLLIB] OOM 计算 Gramian matrix 时遇到的问题[SPARK-26228][MLLIB] OOM issue encountered when computing Gramian matrix
  • [SPARK-26665][核心] 修复了 BlockTransferService 可能永远挂起的 bug[SPARK-26665][CORE] Fix a bug that BlockTransferService.fetchBlockSync may hang forever
  • [SPARK-26549][PYSPARK] 修复用于 python 工作人员重用不会对并行化迟缓可迭代范围产生任何影响[SPARK-26549][PYSPARK] Fix for python worker reuse take no effect for parallelize lazy iterable range
  • [SPARK-26351][MLLIB] 在 MLLIB 评估指标中更新文档和次要更正[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新生成架构的映射[SPARK-26450]Avoid rebuilding map of schema for every column in a projection
  • [SPARK-26638][PYSPARK] [ML] PYSPARK 向量类始终返回一元求反的错误[SPARK-26638][PYSPARK][ML] Pyspark vector classes always return error for unary negation
  • [SPARK-26633][复制] 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,并且在没有一个文件流数据的批处理上重新启动[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] 无法为多处理共享文档 SparkContext[SPARK-25992][PYTHON] Document SparkContext cannot be shared for multiprocessing
  • [SPARK-26615][核心] 修复核心 run-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 数值数组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] 修复导致流运行时出现意外确认的争用情况[SPARK-26586][SS] Fix race condition that causes streams to run with unexpected confs
  • [SPARK-26551][SQL] 修复架构修剪错误选择一个复杂字段,并在另一个字段上具有 not null 谓词[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] 更新 Hive Serde 映射与规范名称 Parquet 和 Orc FileFormat[SPARK-26571][SQL] Update Hive Serde mapping with canonical name of Parquet and Orc FileFormat
  • [SPARK-26267][SS] 检测 Kafka 中的错误偏移量 (2.4 时重试) [SPARK-26267][SS] Retry when detecting incorrect offsets from Kafka (2.4)
  • [SPARK-26559][ML] [PYSPARK] ML 映像无法使用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] 在子查询中的重复数据删除自联接属性[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:适用于 python 2 群集的2.7.12 和 python 3 群集的3.5.2。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 precise-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
修饰器decorator 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 地址ipaddress 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 ply 3.93.9 提示-工具包prompt-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 仔细搜索scour 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
龙卷风tornado 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

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
伪造forge 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 MatrixMatrix 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
远程remotes 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

安装的 Java 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
amazonawscom.amazonaws amazon-kinesisamazon-kinesis-client 1.8.101.8.10
amazonawscom.amazonaws aws--sdk-自动缩放aws-java-sdk-autoscaling 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-cloudformationaws-java-sdk-cloudformation 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-cloudfrontaws-java-sdk-cloudfront 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-cloudhsmaws-java-sdk-cloudhsm 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-cloudsearchaws-java-sdk-cloudsearch 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-cloudtrailaws-java-sdk-cloudtrail 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-cloudwatchaws-java-sdk-cloudwatch 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-cloudwatchmetricsaws-java-sdk-cloudwatchmetrics 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-codedeployaws-java-sdk-codedeploy 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-cognitoidentityaws-java-sdk-cognitoidentity 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-cognitosyncaws-java-sdk-cognitosync 1.11.3131.11.313
amazonawscom.amazonaws aws--sdk-configaws-java-sdk-config 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-核心aws-java-sdk-core 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-datapipelineaws-java-sdk-datapipeline 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-directconnectaws-java-sdk-directconnect 1.11.3131.11.313
amazonawscom.amazonaws aws--sdk-目录aws-java-sdk-directory 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-dynamodbaws-java-sdk-dynamodb 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-ec2aws-java-sdk-ec2 1.11.3131.11.313
amazonawscom.amazonaws aws-ecsaws-java-sdk-ecs 1.11.3131.11.313
amazonawscom.amazonaws aws--efsaws-java-sdk-efs 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-elasticacheaws-java-sdk-elasticache 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-elasticbeanstalkaws-java-sdk-elasticbeanstalk 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-elasticloadbalancingaws-java-sdk-elasticloadbalancing 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-elastictranscoderaws-java-sdk-elastictranscoder 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-emraws-java-sdk-emr 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-glacieraws-java-sdk-glacier 1.11.3131.11.313
amazonawscom.amazonaws aws-iamaws-java-sdk-iam 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-importexportaws-java-sdk-importexport 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-kinesisaws-java-sdk-kinesis 1.11.3131.11.313
amazonawscom.amazonaws aws-kmsaws-java-sdk-kms 1.11.3131.11.313
amazonawscom.amazonaws aws-lambdaaws-java-sdk-lambda 1.11.3131.11.313
amazonawscom.amazonaws aws--日志aws-java-sdk-logs 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-default-machinelearning-southcentralusaws-java-sdk-machinelearning 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-opsworksaws-java-sdk-opsworks 1.11.3131.11.313
amazonawscom.amazonaws aws-rdsaws-java-sdk-rds 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-redshiftaws-java-sdk-redshift 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-route53aws-java-sdk-route53 1.11.3131.11.313
amazonawscom.amazonaws aws-s3aws-java-sdk-s3 1.11.3131.11.313
amazonawscom.amazonaws aws--sdk-sesaws-java-sdk-ses 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-simpledbaws-java-sdk-simpledb 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-simpleworkflowaws-java-sdk-simpleworkflow 1.11.3131.11.313
amazonawscom.amazonaws aws-aws-java-sdk-sns 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-sqsaws-java-sdk-sqs 1.11.3131.11.313
amazonawscom.amazonaws aws-aws-java-sdk-ssm 1.11.3131.11.313
amazonawscom.amazonaws aws-sdk-storagegatewayaws-java-sdk-storagegateway 1.11.3131.11.313
amazonawscom.amazonaws aws-stsaws-java-sdk-sts 1.11.3131.11.313
amazonawscom.amazonaws aws-支持aws-java-sdk-support 1.11.3131.11.313
amazonawscom.amazonaws aws--sdkaws-java-sdk-swf-libraries 1.11.221.11.22
amazonawscom.amazonaws aws-sdk-工作区aws-java-sdk-workspaces 1.11.3131.11.313
amazonawscom.amazonaws jmespath-javajmespath-java 1.11.3131.11.313
carrotsearchcom.carrotsearch hppchppc 0.7.20.7.2
chuusaicom.chuusai shapeless_2 11shapeless_2.11 2.3.22.3.2
clearspringcom.clearspring.analytics 流 (stream)stream 2.7.02.7.0
databrickscom.databricks RserveRserve 1.8-31.8-3
databrickscom.databricks dbml-local_2dbml-local_2.11 0.5.0-spark 2。40.5.0-db8-spark2.4
databrickscom.databricks dbml-local_2-测试dbml-local_2.11-tests 0.5.0-spark 2。40.5.0-db8-spark2.4
databrickscom.databricks jets3tjets3t 0.7.1-00.7.1-0
databricks. scalapbcom.databricks.scalapb compilerplugin_2 11compilerplugin_2.11 0.4.15-90.4.15-9
databricks. scalapbcom.databricks.scalapb scalapb-runtime_2 11scalapb-runtime_2.11 0.4.15-90.4.15-9
esotericsoftwarecom.esotericsoftware kryo-着色kryo-shaded 4.0.24.0.2
esotericsoftwarecom.esotericsoftware minlogminlog 1.3.01.3.0
fasterxmlcom.fasterxml classmateclassmate 1.0.01.0.0
fasterxml. jacksoncom.fasterxml.jackson.core jackson-批注jackson-annotations 2.6.72.6.7
fasterxml. jacksoncom.fasterxml.jackson.core jackson-核心jackson-core 2.6.72.6.7
fasterxml. jacksoncom.fasterxml.jackson.core jackson-databindjackson-databind 2.6.7.12.6.7.1
fasterxml. jackson. dataformatcom.fasterxml.jackson.dataformat jackson-dataformat-cborjackson-dataformat-cbor 2.6.72.6.7
fasterxml. jacksoncom.fasterxml.jackson.datatype jackson-datatype-jodajackson-datatype-joda 2.6.72.6.7
fasterxml. jackson. 模块com.fasterxml.jackson.module jackson-paranamerjackson-module-paranamer 2.6.72.6.7
fasterxml. jackson. 模块com.fasterxml.jackson.module jackson-scala_2jackson-module-scala_2.11 2.6.7.12.6.7.1
fommilcom.github.fommil jniloaderjniloader 1.11.1
fommil. netlibcom.github.fommil.netlib corecore 1.1.21.1.2
fommil. netlibcom.github.fommil.netlib native_ref-javanative_ref-java 1.11.1
fommil. netlibcom.github.fommil.netlib native_ref nativesnative_ref-java-natives 1.11.1
fommil. netlibcom.github.fommil.netlib native_system-javanative_system-java 1.11.1
fommil. netlibcom.github.fommil.netlib native_system nativesnative_system-java-natives 1.11.1
fommil. netlibcom.github.fommil.netlib native_ref netlib-x86_64-nativesnetlib-native_ref-linux-x86_64-natives 1.11.1
fommil. netlibcom.github.fommil.netlib native_system netlib-x86_64-nativesnetlib-native_system-linux-x86_64-natives 1.11.1
lubencom.github.luben zstd-jnizstd-jni 1.3.2-21.3.2-2
rwlcom.github.rwl jtransformsjtransforms 2.4.02.4.0
.com. findbugscom.google.code.findbugs jsr305jsr305 2.0.12.0.1
.com. gsoncom.google.code.gson gsongson 2.2.42.2.4
guavacom.google.guava guavaguava 15.015.0
protobufcom.google.protobuf protobuf-javaprotobuf-java 2.6.12.6.1
googlecode. javaewahcom.googlecode.javaewah JavaEWAHJavaEWAH 0.3.20.3.2
h2databasecom.h2database h2h2 1.3.1741.3.174
jcraftcom.jcraft jschjsch 0.1.500.1.50
jolboxcom.jolbox bonecpbonecp 0.8。00.8.0.RELEASE
.com。 azurecom.microsoft.azure azure-data lake store-sdkazure-data-lake-store-sdk 2.2.82.2.8
.com。 azurecom.microsoft.azure azure-storageazure-storage 5.2.05.2.0
.comcom.microsoft.sqlserver mssql-jdbcmssql-jdbc 6.2.2. jre86.2.2.jre8
ningcom.ning 压缩-lzfcompress-lzf 1.0.31.0.3
.com. mailcom.sun.mail javax.mail.sessionjavax.mail 1.5.21.5.2
thoughtworks. paranamercom.thoughtworks.paranamer paranamerparanamer 2.82.8
trueaccord. 重用功能区com.trueaccord.lenses lenses_2 11lenses_2.11 0.30.3
.comcom.twitter 冷却-javachill-java 0.9.30.9.3
.comcom.twitter chill_2 11chill_2.11 0.9.30.9.3
.comcom.twitter parquet-捆绑parquet-hadoop-bundle 1.6.01.6.0
.comcom.twitter util-app_2 11util-app_2.11 6.23.06.23.0
.comcom.twitter util-core_2 11util-core_2.11 6.23.06.23.0
.comcom.twitter util-jvm_2 11util-jvm_2.11 6.23.06.23.0
类型安全com.typesafe configconfig 1.2.11.2.1
类型安全. scala-日志记录com.typesafe.scala-logging scala-api_2scala-logging-api_2.11 2.1.22.1.2
类型安全. scala-日志记录com.typesafe.scala-logging scala-slf4j_2scala-logging-slf4j_2.11 2.1.22.1.2
univocitycom.univocity univocity-分析器univocity-parsers 2.7.32.7.3
vlkancom.vlkan flatbuffersflatbuffers 1.2.0-3f79e0551.2.0-3f79e055
zaxxercom.zaxxer HikariCPHikariCP 3.1.03.1.0
commons-beanutilscommons-beanutils commons-beanutilscommons-beanutils 1.7.01.7.0
commons-beanutilscommons-beanutils commons-beanutilscommons-beanutils-core 1.8.01.8.0
commons-clicommons-cli commons-clicommons-cli 1.21.2
commons-codec.jarcommons-codec commons-codec.jarcommons-codec 1.101.10
commons-集合commons-collections commons-集合commons-collections 3.2.23.2.2
commons-配置commons-configuration commons-配置commons-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-日志记录commons-logging commons-日志记录commons-logging 1.1.31.1.3
commons-netcommons-net commons-netcommons-net 3.13.1
commons 池commons-pool commons 池commons-pool 1.5.41.5.4
ganglia. gmetric4jinfo.ganglia.gmetric4j gmetric4jgmetric4j 1.0.71.0.7
空运io.airlift aircompressoraircompressor 0.100.10
dropwizardio.dropwizard.metrics 指标-核心metrics-core 3.1.53.1.5
dropwizardio.dropwizard.metrics 指标-gangliametrics-ganglia 3.1.53.1.5
dropwizardio.dropwizard.metrics 指标-graphitemetrics-graphite 3.1.53.1.5
dropwizardio.dropwizard.metrics 指标-healthchecksmetrics-healthchecks 3.1.53.1.5
dropwizardio.dropwizard.metrics 指标-jetty9metrics-jetty9 3.1.53.1.5
dropwizardio.dropwizard.metrics 指标-jsonmetrics-json 3.1.53.1.5
dropwizardio.dropwizard.metrics 指标-jvmmetrics-jvm 3.1.53.1.5
dropwizardio.dropwizard.metrics 指标-log4jmetrics-log4j 3.1.53.1.5
dropwizardio.dropwizard.metrics 指标-servletmetrics-servlets 3.1.53.1.5
nettyio.netty nettynetty 3.9。93.9.9.Final
nettyio.netty netty-所有netty-all 4.1.174.1.17.Final
prometheusio.prometheus simpleclientsimpleclient 0.0.160.0.16
prometheusio.prometheus simpleclient_commonsimpleclient_common 0.0.160.0.16
prometheusio.prometheus simpleclient_dropwizardsimpleclient_dropwizard 0.0.160.0.16
prometheusio.prometheus simpleclient_servletsimpleclient_servlet 0.0.160.0.16
prometheusio.prometheus.jmx 收集器collector 0.70.7
javax.mail.sessionjavax.activation activationactivation 1.1.11.1.1
javax.mail.sessionjavax.annotation javax.mail.session-apijavax.annotation-api 1.21.2
javax.mail.sessionjavax.el javax.mail.session-apijavax.el-api 2.2.42.2.4
javax.mail.session. jdojavax.jdo jdo-apijdo-api 3.0.13.0.1
javax.mail.sessionjavax.servlet javax.mail.session-apijavax.servlet-api 3.1.03.1.0
javax.servlet.jspjavax.servlet.jsp jsp-api.jarjsp-api 2.12.1
javax.mail.sessionjavax.transaction jtajta 1.11.1
javax.mail.session。验证javax.validation 验证-apivalidation-api 1.1。01.1.0.Final
javax.ws.rsjavax.ws.rs javax.ws.rs-apijavax.ws.rs-api 2.0.12.0.1
javax.xml。绑定javax.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-时间joda-time joda-时间joda-time 2.9.32.9.3
log4jlog4j apache-log4japache-log4j-extras 1.2.171.2.17
log4jlog4j log4jlog4j 1.2.171.2.17
hydromaticnet.hydromatic eigenbase-propertieseigenbase-properties 1.1.51.1.5
razorvinenet.razorvine pyrolitepyrolite 4.134.13
jpamnet.sf.jpam jpamjpam 1.11.1
opencsvnet.sf.opencsv opencsvopencsv 2.32.3
supercsvnet.sf.supercsv 超级 csvsuper-csv 2.2.02.2.0
net.pipenet.snowflake 雪花引入-sdksnowflake-ingest-sdk 0.9.50.9.5
net.pipenet.snowflake 雪花-jdbcsnowflake-jdbc 3.6.153.6.15
net.pipenet.snowflake spark-snowflake_2 11spark-snowflake_2.11 2.4.10-spark_2 42.4.10-spark_2.4
sourceforge. f2jnet.sourceforge.f2j arpack_combined_allarpack_combined_all 0.10.1
acpltorg.acplt oncrpconcrpc 1.0.71.0.7
antlrorg.antlr ST4ST4 4.0.44.0.4
antlrorg.antlr antlr-运行时antlr-runtime 3.43.4
antlrorg.antlr antlr4-运行时antlr4-runtime 4.74.7
antlrorg.antlr stringtemplatestringtemplate 3.2.13.2.1
org. antorg.apache.ant antant 1.9.21.9.2
org. antorg.apache.ant ant-jschant-jsch 1.9.21.9.2
org. antorg.apache.ant ant-launcherant-launcher 1.9.21.9.2
org. 箭头org.apache.arrow 箭头-格式arrow-format 0.10.00.10.0
org. 箭头org.apache.arrow 箭头-内存arrow-memory 0.10.00.10.0
org. 箭头org.apache.arrow 箭头-矢量arrow-vector 0.10.00.10.0
org apacheorg.apache.avro avroavro 1.8.21.8.2
org apacheorg.apache.avro avro-ipcavro-ipc 1.8.21.8.2
org apacheorg.apache.avro avro-mapred-hadoop2avro-mapred-hadoop2 1.8.21.8.2
calciteorg.apache.calcite calcite-avaticacalcite-avatica 1.2.0-孵化1.2.0-incubating
calciteorg.apache.calcite calcite-核心calcite-core 1.2.0-孵化1.2.0-incubating
calciteorg.apache.calcite calcite-linq4jcalcite-linq4j 1.2.0-孵化1.2.0-incubating
commonsorg.apache.commons commons-压缩commons-compress 1.8.11.8.1
commonsorg.apache.commons commons-加密commons-crypto 1.0.01.0.0
commonsorg.apache.commons commons-lang3commons-lang3 3.53.5
commonsorg.apache.commons commons-math3commons-math3 3.4.13.4.1
陈列org.apache.curator 陈列-客户端curator-client 2.7.12.7.1
陈列org.apache.curator 陈列框架curator-framework 2.7.12.7.1
陈列org.apache.curator 陈列-食谱curator-recipes 2.7.12.7.1
derbyorg.apache.derby derbyderby 10.12.1.110.12.1.1
org。org.apache.directory.api api asn1-apiapi-asn1-api 1.0.0-M201.0.0-M20
org。org.apache.directory.api api-utilapi-util 1.0.0-M201.0.0-M20
org. serverorg.apache.directory.server apacheds-国际化apacheds-i18n 2.0.0-M152.0.0-M15
org. serverorg.apache.directory.server apacheds-kerberos-编解码器apacheds-kerberos-codec 2.0.0-M152.0.0-M15
org. hadooporg.apache.hadoop hadoop-批注hadoop-annotations 2.7.32.7.3
org. hadooporg.apache.hadoop hadoop-身份验证hadoop-auth 2.7.32.7.3
org. hadooporg.apache.hadoop hadoop-客户端hadoop-client 2.7.32.7.3
org. hadooporg.apache.hadoop hadoop-公用hadoop-common 2.7.32.7.3
org. hadooporg.apache.hadoop hadoop-hdfshadoop-hdfs 2.7.32.7.3
org. hadooporg.apache.hadoop hadoop-mapreduce-客户端-应用hadoop-mapreduce-client-app 2.7.32.7.3
org. hadooporg.apache.hadoop hadoop-mapreduce-客户端-常见hadoop-mapreduce-client-common 2.7.32.7.3
org. hadooporg.apache.hadoop hadoop-mapreduce-客户端-核心hadoop-mapreduce-client-core 2.7.32.7.3
org. hadooporg.apache.hadoop hadoop-mapreduce-=hadoop-mapreduce-client-jobclient 2.7.32.7.3
org. hadooporg.apache.hadoop hadoop-mapreduce-客户端-无序hadoop-mapreduce-client-shuffle 2.7.32.7.3
org. hadooporg.apache.hadoop hadoop-yarnhadoop-yarn-api 2.7.32.7.3
org. hadooporg.apache.hadoop hadoop-yarn-客户端hadoop-yarn-client 2.7.32.7.3
org. hadooporg.apache.hadoop hadoop-yarn-commonhadoop-yarn-common 2.7.32.7.3
org. hadooporg.apache.hadoop hadoop-yarn-commonhadoop-yarn-server-common 2.7.32.7.3
htraceorg.apache.htrace htrace-核心htrace-core 3.1.0-孵化3.1.0-incubating
httpcomponentsorg.apache.httpcomponents httpclienthttpclient 4.5.44.5.4
httpcomponentsorg.apache.httpcomponents httpcorehttpcore 4.4.84.4.8
ivyorg.apache.ivy ivyivy 2.4.02.4.0
orcorg.apache.orc orc-nohiveorc-core-nohive 1.5.21.5.2
orcorg.apache.orc orc-mapreduce-nohiveorc-mapreduce-nohive 1.5.21.5.2
orcorg.apache.orc orcorc-shims 1.5.21.5.2
parquetorg.apache.parquet parquet-列parquet-column 1.10.1.1-databricks31.10.1.1-databricks3
parquetorg.apache.parquet parquet-commonparquet-common 1.10.1.1-databricks31.10.1.1-databricks3
parquetorg.apache.parquet parquet 编码parquet-encoding 1.10.1.1-databricks31.10.1.1-databricks3
parquetorg.apache.parquet parquet-格式parquet-format 2.4.02.4.0
parquetorg.apache.parquet parquet-hadoopparquet-hadoop 1.10.1.1-databricks31.10.1.1-databricks3
parquetorg.apache.parquet parquet-jacksonparquet-jackson 1.10.1.1-databricks31.10.1.1-databricks3
thriftorg.apache.thrift libfb303libfb303 0.9.30.9.3
thriftorg.apache.thrift libthriftlibthrift 0.9.30.9.3
xbeanorg.apache.xbean xbean-asm6-着色xbean-asm6-shaded 4.84.8
zookeeperorg.apache.zookeeper zookeeperzookeeper 3.4.63.4.6
codehaus. jacksonorg.codehaus.jackson jackson-asljackson-core-asl 1.9.131.9.13
codehaus. jacksonorg.codehaus.jackson jackson-jaxrsjackson-jaxrs 1.9.131.9.13
codehaus. jacksonorg.codehaus.jackson jackson-映射器-asljackson-mapper-asl 1.9.131.9.13
codehaus. jacksonorg.codehaus.jackson jackson-xcjackson-xc 1.9.131.9.13
codehaus. janinoorg.codehaus.janino commons-compilercommons-compiler 3.0.103.0.10
codehaus. janinoorg.codehaus.janino janinojanino 3.0.103.0.10
datanucleusorg.datanucleus datanucleus-jdodatanucleus-api-jdo 3.2.63.2.6
datanucleusorg.datanucleus datanucleus-核心datanucleus-core 3.2.103.2.10
datanucleusorg.datanucleus datanucleus-rdbmsdatanucleus-rdbms 3.2.93.2.9
jettyorg.eclipse.jetty jetty-客户端jetty-client 9.3.20.v201705319.3.20.v20170531
jettyorg.eclipse.jetty jetty-继续jetty-continuation 9.3.20.v201705319.3.20.v20170531
jettyorg.eclipse.jetty jetty-httpjetty-http 9.3.20.v201705319.3.20.v20170531
jettyorg.eclipse.jetty jetty-iojetty-io 9.3.20.v201705319.3.20.v20170531
jettyorg.eclipse.jetty jetty-jndijetty-jndi 9.3.20.v201705319.3.20.v20170531
jettyorg.eclipse.jetty jettyjetty-plus 9.3.20.v201705319.3.20.v20170531
jettyorg.eclipse.jetty jetty-proxyjetty-proxy 9.3.20.v201705319.3.20.v20170531
jettyorg.eclipse.jetty jetty-安全性jetty-security 9.3.20.v201705319.3.20.v20170531
jettyorg.eclipse.jetty jetty-服务器jetty-server 9.3.20.v201705319.3.20.v20170531
jettyorg.eclipse.jetty jetty-servletjetty-servlet 9.3.20.v201705319.3.20.v20170531
jettyorg.eclipse.jetty jetty-servletjetty-servlets 9.3.20.v201705319.3.20.v20170531
jettyorg.eclipse.jetty jetty-utiljetty-util 9.3.20.v201705319.3.20.v20170531
jettyorg.eclipse.jetty jetty-webappjetty-webapp 9.3.20.v201705319.3.20.v20170531
jettyorg.eclipse.jetty jetty-xmljetty-xml 9.3.20.v201705319.3.20.v20170531
fusesource. leveldbjniorg.fusesource.leveldbjni leveldbjni-allleveldbjni-all 1.81.8
glassfish. hk2org.glassfish.hk2 hk2-apihk2-api 2.4.0-b342.4.0-b34
glassfish. hk2org.glassfish.hk2 hk2-定位器hk2-locator 2.4.0-b342.4.0-b34
glassfish. hk2org.glassfish.hk2 hk2-utilshk2-utils 2.4.0-b342.4.0-b34
glassfish. hk2org.glassfish.hk2 osgiosgi-resource-locator 1.0.11.0.1
glassfish. hk2org.glassfish.hk2.external aopalliance-已重新打包aopalliance-repackaged 2.4.0-b342.4.0-b34
glassfish. hk2org.glassfish.hk2.external javax.injectjavax.inject 2.4.0-b342.4.0-b34
glassfish. jersey。org.glassfish.jersey.bundles.repackaged jersey-guavajersey-guava 2.22.22.22.2
glassfish. jerseyorg.glassfish.jersey.containers jersey-servletjersey-container-servlet 2.22.22.22.2
glassfish. jerseyorg.glassfish.jersey.containers jersey-servlet-内核jersey-container-servlet-core 2.22.22.22.2
glassfish. jerseyorg.glassfish.jersey.core jersey-clientjersey-client 2.22.22.22.2
glassfish. jerseyorg.glassfish.jersey.core jersey-commonjersey-common 2.22.22.22.2
glassfish. jerseyorg.glassfish.jersey.core jersey-服务器jersey-server 2.22.22.22.2
glassfish. jersey. mediaorg.glassfish.jersey.media jersey-jaxbjersey-media-jaxb 2.22.22.22.2
组织休眠org.hibernate 休眠-验证程序hibernate-validator 5.1.1. Final5.1.1.Final
iq80. snappyorg.iq80.snappy snappysnappy 0.20.2
javassistorg.javassist javassistjavassist 3.18.1-GA3.18.1-GA
jboss. 日志记录org.jboss.logging jboss-日志记录jboss-logging 3.1.3.GA3.1.3.GA
jdbiorg.jdbi jdbijdbi 2.63.12.63.1
jodaorg.joda joda-转换joda-convert 1.71.7
joddorg.jodd jodd-核心jodd-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
lz4org.lz4 lz4-javalz4-java 1.4.01.4.0
mariadborg.mariadb.jdbc mariadb-客户端mariadb-java-client 2.1.22.1.2
mockitoorg.mockito mockito-所有mockito-all 1.9.51.9.5
objenesisorg.objenesis objenesisobjenesis 2.5.12.5.1
postgresqlorg.postgresql postgresqlpostgresql 42.1.442.1.4
roaringbitmaporg.roaringbitmap RoaringBitmapRoaringBitmap 0.5.110.5.11
rocksdborg.rocksdb rocksdbjnirocksdbjni 5.2.15.2.1
rosuda. REngineorg.rosuda.REngine REngineREngine 2.1.02.1.0
scala-langorg.scala-lang scala-compiler_2 11scala-compiler_2.11 2.11.122.11.12
scala-langorg.scala-lang scala-library_2 11scala-library_2.11 2.11.122.11.12
scala-langorg.scala-lang scala-reflect_2 11scala-reflect_2.11 2.11.122.11.12
scala-langorg.scala-lang.modules scala-combinators_2 11scala-parser-combinators_2.11 1.1.01.1.0
scala-langorg.scala-lang.modules scala-xml_2 11scala-xml_2.11 1.0.51.0.5
scala-sbtorg.scala-sbt 测试-接口test-interface 1.01.0
scalacheckorg.scalacheck scalacheck_2 11scalacheck_2.11 1.12.51.12.5
scalacticorg.scalactic scalactic_2 11scalactic_2.11 3.0.33.0.3
scalanlporg.scalanlp 轻松 macros_2. 11breeze-macros_2.11 0.13.20.13.2
scalanlporg.scalanlp breeze_2 11breeze_2.11 0.13.20.13.2
scalatestorg.scalatest scalatest_2 11scalatest_2.11 3.0.33.0.3
slf4jorg.slf4j jcl slf4jjcl-over-slf4j 1.7.161.7.16
slf4jorg.slf4j jul-to-slf4jjul-to-slf4j 1.7.161.7.16
slf4jorg.slf4j slf4j-apislf4j-api 1.7.161.7.16
slf4jorg.slf4j slf4j-log4j12slf4j-log4j12 1.7.161.7.16
组织 spark-项目配置单元org.spark-project.hive hive-beelinehive-beeline 1.2.1. custom-spark2-defaults1.2.1.spark2
组织 spark-项目配置单元org.spark-project.hive hive-clihive-cli 1.2.1. custom-spark2-defaults1.2.1.spark2
组织 spark-项目配置单元org.spark-project.hive hive-exechive-exec 1.2.1. custom-spark2-defaults1.2.1.spark2
组织 spark-项目配置单元org.spark-project.hive hive-jdbchive-jdbc 1.2.1. custom-spark2-defaults1.2.1.spark2
组织 spark-项目配置单元org.spark-project.hive hive-元存储hive-metastore 1.2.1. custom-spark2-defaults1.2.1.spark2
org-项目 sparkorg.spark-project.spark unusedunused 1.0.01.0.0
spire-数学org.spire-math spire-macros_2 11spire-macros_2.11 0.13.00.13.0
spire-数学org.spire-math spire_2 11spire_2.11 0.13.00.13.0
springframeworkorg.springframework 春季核心spring-core 4.1。44.1.4.RELEASE
springframeworkorg.springframework 弹簧测试spring-test 4.1。44.1.4.RELEASE
tukaaniorg.tukaani xzxz 1.51.5
typelevelorg.typelevel machinist_2 11machinist_2.11 0.6.10.6.1
typelevelorg.typelevel 宏 compat_2 11macro-compat_2.11 1.1.11.1.1
xerialorg.xerial sqlite-jdbcsqlite-jdbc 3.8.11.23.8.11.2
xerial. snappyorg.xerial.snappy snappy-javasnappy-java 1.1.7.11.1.7.1
yamlorg.yaml snakeyamlsnakeyaml 1.161.16
orooro orooro 2.0.82.0.8
软件 amazonsoftware.amazon.ion 离子-javaion-java 1.0.21.0.2
staxstax stax-apistax-api 1.0.11.0.1
xmlencxmlenc xmlencxmlenc 0.520.52