Databricks Runtime 7.6 (EoS)
注意
对此 Databricks Runtime 版本的支持已结束。 有关终止支持日期，请参阅终止支持历史记录。 有关所有受支持的 Databricks Runtime 版本，请参阅 Databricks Runtime 发行说明版本和兼容性。
Databricks 于 2021 年 2 月发布了此映像。
以下发行说明提供了由 Apache Spark 3.0 提供支持的 Databricks Runtime 7.6 的相关信息。
有关从 Databricks Runtime 6.x 进行迁移的帮助信息，请参阅 Databricks Runtime 7.x 迁移指南 (EoS)。
新功能
提升了自动加载程序中的 JSON 架构演变处理能力
加载 JSON 数据时，默认行为是将不属于原始架构的字段以静默方式删除。 而现在，你可以使用自动加载程序设置 JSON 选项 unparsedDataColumn 来指定列名，该列用于将所有新字段存储为 JSON 字符串。
例如，通过设置
.option("unparsedDataColumn", "_unparsed_data")
结果将包含一个 _unparsed_data 列，其中新字段存储为 JSON 字符串。 稍后可以分析这些新字段，以便进行进一步处理。 如果没有新字段，则列值为 null。
支持在自动加载程序中读取覆盖的文件
你现在可以对流进行配置，以允许通过更改输入目录文件来覆盖现有数据。 设置 .option("cloudFiles.allowOverwrites", "true")。 有关详细信息，请参阅什么是自动加载程序？。
改进
通过 OPTIMIZE ZORDER 实现更好的多维聚类分析和数据跳过性能
OPTIMIZE ZORDER 操作现在默认使用 Hilbert 空间填充曲线。 此方法以更高的维度提供比 Z 排序更好的聚类分析特性。 对于将 OPTIMIZE ZORDER 用于许多列的 Delta 表，Hilbert 曲线可以比 Z 排序跳过更多的数据，从而加快读取查询的速度。 有关详细信息，请参阅 Delta Lake 的跳过数据。
某些仅包含 MATCHED 子句的 MERGE 操作的性能改进
在仅包含 MATCHED 子句及子句条件的 MERGE 操作中，你可以获得更好的性能。
自动优化 MERGE 密集型 Delta 表的文件大小（公共预览版）
执行重复的 MERGE 操作（例如，行级变更数据的持续 upsert）的 Delta 表会重复地重写文件以更新数据。 这种表可能会因其文件小于数据布局操作（例如 OPTIMIZE、优化的写入和自动压缩）默认生成的文件而受益。 使用 Databricks Runtime 7.6，你可以自动检测 MERGE 密集型表并优化文件大小。 若要详细了解如何启用此功能，请联系 Databricks 支持人员或你的 Azure Databricks 客户团队。
库升级
- 升级了 Python 库：
- certifi 已从 2020.6.20 升级到 2020.12.5。
- koalas 已从 1.4.0 升级到 1.5.0。
- python-apt 已从 1.6.5+ubuntu0.3 升级到 1.6.5+ubuntu0.4。
- 升级了 R 库：
- nlme，从 3.1-150 升级到了 3.1-151。
- 升级了 Java 库：
- azure-data-lake-store-sdk 已从 2.3.8 升级到 2.3.9。
- OpenJDK 8 内部版本已升级到 Zulu 8.50.0.51-CA-linux64（内部版本 1.8.0_275-b01）。
Apache Spark
Databricks Runtime 7.6 包括 Apache Spark 3.0.1。 此版本包括 Databricks Runtime 7.5 (EoS) 中包含的所有 Spark 修复和改进，以及对 Spark 进行的以下其他缺陷修复和改进：
- [SPARK-33740] [SQL] hive-site.xml 中的 hadoop 配置可能会替代预先存在的 hadoop 配置
- [SPARK-33822] [SQL] 使用 HashJoin 中的
CastSupport.cast方法 - [SPARK-33398] 修复 Spark 3.0 之前的加载树模型
- [SPARK-33029] [CORE][WEBUI] 修复 UI 执行程序页面错误地将驱动程序标记为已列入阻止列表的问题
- [SPARK-34012] [SQL] 当配置
spark.sqllegacy.parser.havingWithoutGroupByAsWhere为 true 时使行为与迁移指南保持一致 - [SPARK-33635] [SS] 调整 KafkaTokenUtil.needTokenUpdate 中的检查顺序以对性能倒退的情况进行补救
- [SPARK-33900] [WEBUI] 只有在 remotebytesread 可用时才会正确显示随机读取大小/记录数
- [SPARK-33593] [SQL] 矢量读取器得到含有二进制分区值的不正确数据
- [SPARK-31170] [SQL] Spark SQL Cli 应遵循 hive-site.xml 和 spark.sql.warehouse.dir 的要求
- [SPARK-33853] [SQL] EXPLAIN CODEGEN 和 BenchmarkQueryTest 不显示子查询代码
- [SPARK-33786] [SQL] 更改表名时，应当考虑缓存的存储级别。
- [SPARK-33841] [CORE] 修复高负载下 SHS 中作业间歇性消失的问题
- [SPARK-33480] [SQL] 不要在错误消息中公开用户数据
- [SPARK-33756] [SQL] 使 BytesToBytesMap 的 MapIterator 成为幂等的
- [SPARK-33774] [UI][CORE]“Back to Master”在独立群集中返回 500 错误
- [SPARK-33733] [SQL] PullOutNondeterministic 应当检查并收集确定性的字段
- [SPARK-33670] [SQL] 在 v1 SHOW TABLE EXTENDED 中验证分区提供程序是否为 Hive
- [SPARK-33788] [SQL][3.1][2.4] 从 HiveExternalCatalog.dropPartitions() 引发 NoSuchPartitionsException
- [SPARK-33819] [CORE] SingleFileEventLogFileReader/RollingEventLogFilesFileReader 应当为
package private - [SPARK-33742] [SQL] 从 HiveExternalCatalog.createPartitions() 引发 PartitionsAlreadyExistException
- [SPARK-32110] [SQL] 在 HyperLogLog++ 中规范化特殊浮点数
- [SPARK-33071] [SPARK-33536] [SQL] 不要更改 Alias 构造函数以防破坏 Snowflake 连接器
- [SPARK-32680] [SQL] 不要预处理包含未解析查询的 V2 CTAS
- [SPARK-33520] [ML][PYSPARK] 挑拣：使 CrossValidator/TrainValidateSplit/OneVsRest 读取器/写入器支持 Python 后端估算器/计算器
- [SPARK-33592] [ML][PYTHON] 保存并重新加载后，estimatorParamMaps 中的 Pyspark ML 验证器参数可能会丢失
- [SPARK-33667] [SQL] 在 v1
SHOW PARTITIONS中解析分区规范时遵循spark.sql.caseSensitive配置 - [SPARK-33141] [SQL] 在创建永久视图时捕获 SQL 配置
- [SPARK-33636] [PYTHON][ML] 将 labelsArray 添加到 PySpark StringIndexer
- [SPARK-33629] [PYTHON] 使 spark.buffer.size 配置在驱动程序端可见
- [SPARK-33389] [SQL] 使 SparkSession 的内部类始终使用活动 SQLConf
- [SPARK-33071] [SPARK-33536] [SQL] 避免在 join() 中更改 LogicalPlan 的 dataset_id，以免破坏 DetectAmbiguousSelfJoin
- [SPARK-33551] [SQL] 不要使用自定义随机读取器进行重新分区
- [SPARK-33432] [SQL] SQL 分析程序应使用活动 SQLConf
- [SPARK-33588] [SQL] 在 v1
SHOW TABLE EXTENDED中解析分区规范时遵循spark.sql.caseSensitive配置 - [SPARK-33440] [CORE] 当令牌的颁发日期未正确设置时，请在 HadoopFSDelegationTokenProvider 的警告日志中使用当前时间戳
- [SPARK-33494] [SQL][AQE] 不要使用本地随机读取器进行重新分区
维护更新
请参阅 Databricks Runtime 7.6 维护更新。
系统环境
- 操作系统：Ubuntu 18.04.5 LTS
- Java：Zulu 8.50.0.51-CA-linux64（内部版本 1.8.0_275-b01）
- Scala：2.12.10
- Python：3.7.5
- R：R 版本 3.6.3 (2020-02-29)
- Delta Lake 0.7.0
已安装的 Python 库
| 库 | 版本 | 库 | 版本 | 库 | 版本 |
|---|---|---|---|---|---|
| asn1crypto | 1.3.0 | backcall | 0.1.0 | boto3 | 1.12.0 |
| botocore | 1.15.0 | certifi | 2020.12.5 | cffi | 1.14.0 |
| chardet | 3.0.4 | 密码系统 | 2.8 | cycler | 0.10.0 |
| Cython | 0.29.15 | decorator | 4.4.1 | docutils | 0.15.2 |
| entrypoints | 0.3 | idna | 2.8 | ipykernel | 5.1.4 |
| ipython | 7.12.0 | ipython-genutils | 0.2.0 | jedi | 0.17.2 |
| jmespath | 0.10.0 | joblib | 0.14.1 | jupyter-client | 5.3.4 |
| jupyter-core | 4.6.1 | kiwisolver | 1.1.0 | koalas | 1.5.0 |
| matplotlib | 3.1.3 | numpy | 1.18.1 | pandas | 1.0.1 |
| parso | 0.7.0 | patsy | 0.5.1 | pexpect | 4.8.0 |
| pickleshare | 0.7.5 | pip | 20.0.2 | prompt-toolkit | 3.0.3 |
| psycopg2 | 2.8.4 | ptyprocess | 0.6.0 | pyarrow | 1.0.1 |
| pycparser | 2.19 | Pygments | 2.5.2 | PyGObject | 3.26.1 |
| pyOpenSSL | 19.1.0 | pyparsing | 2.4.6 | PySocks | 1.7.1 |
| python-apt | 1.6.5+ubuntu0.4 | python-dateutil | 2.8.1 | pytz | 2019.3 |
| pyzmq | 18.1.1 | 请求 | 2.22.0 | s3transfer | 0.3.3 |
| scikit-learn | 0.22.1 | scipy | 1.4.1 | seaborn | 0.10.0 |
| setuptools | 45.2.0 | 6 | 1.14.0 | ssh-import-id | 5.7 |
| statsmodels | 0.11.0 | tornado | 6.0.3 | traitlets | 4.3.3 |
| unattended-upgrades | 0.1 | urllib3 | 1.25.8 | virtualenv | 16.7.10 |
| wcwidth | 0.1.8 | wheel | 0.34.2 |
已安装的 R 库
R 库安装自 2020-11-02 的 Microsoft CRAN 快照。
| 库 | 版本 | 库 | 版本 | 库 | 版本 |
|---|---|---|---|---|---|
| askpass | 1.1 | assertthat | 0.2.1 | backports | 1.1.10 |
| base | 3.6.3 | base64enc | 0.1-3 | BH | 1.72.0-3 |
| bit | 4.0.4 | bit64 | 4.0.5 | blob | 1.2.1 |
| 启动 | 1.3-25 | brew | 1.0-6 | brio | 1.1.0 |
| broom | 0.7.2 | callr | 3.5.1 | caret | 6.0-86 |
| cellranger | 1.1.0 | chron | 2.3-56 | class | 7.3-17 |
| cli | 2.1.0 | clipr | 0.7.1 | cluster | 2.1.0 |
| codetools | 0.2-18 | colorspace | 1.4-1 | commonmark | 1.7 |
| compiler | 3.6.3 | config | 0.3 | covr | 3.5.1 |
| cpp11 | 0.2.3 | crayon | 1.3.4 | crosstalk | 1.1.0.1 |
| curl | 4.3 | data.table | 1.13.2 | datasets | 3.6.3 |
| DBI | 1.1.0 | dbplyr | 1.4.4 | desc | 1.2.0 |
| devtools | 2.3.2 | diffobj | 0.3.2 | digest | 0.6.27 |
| dplyr | 0.8.5 | DT | 0.16 | ellipsis | 0.3.1 |
| 评估 | 0.14 | fansi | 0.4.1 | farver | 2.0.3 |
| fastmap | 1.0.1 | forcats | 0.5.0 | foreach | 1.5.1 |
| foreign | 0.8-76 | forge | 0.2.0 | fs | 1.5.0 |
| generics | 0.1.0 | ggplot2 | 3.3.2 | gh | 1.1.0 |
| git2r | 0.27.1 | glmnet | 3.0-2 | globals | 0.13.1 |
| glue | 1.4.2 | gower | 0.2.2 | graphics | 3.6.3 |
| grDevices | 3.6.3 | grid | 3.6.3 | gridExtra | 2.3 |
| gsubfn | 0.7 | gtable | 0.3.0 | haven | 2.3.1 |
| highr | 0.8 | hms | 0.5.3 | htmltools | 0.5.0 |
| htmlwidgets | 1.5.2 | httpuv | 1.5.4 | httr | 1.4.2 |
| hwriter | 1.3.2 | hwriterPlus | 1.0-3 | ini | 0.3.1 |
| ipred | 0.9-9 | isoband | 0.2.2 | iterators | 1.0.13 |
| jsonlite | 1.7.1 | KernSmooth | 2.23-18 | knitr | 1.30 |
| labeling | 0.4.2 | later | 1.1.0.1 | lattice | 0.20-41 |
| lava | 1.6.8 | lazyeval | 0.2.2 | lifecycle | 0.2.0 |
| lubridate | 1.7.9 | magrittr | 1.5 | markdown | 1.1 |
| MASS | 7.3-53 | 矩阵 | 1.2-18 | memoise | 1.1.0 |
| 方法 | 3.6.3 | mgcv | 1.8-33 | mime | 0.9 |
| ModelMetrics | 1.2.2.2 | modelr | 0.1.8 | munsell | 0.5.0 |
| nlme | 3.1-151 | nnet | 7.3-14 | numDeriv | 2016.8-1.1 |
| openssl | 1.4.3 | parallel | 3.6.3 | pillar | 1.4.6 |
| pkgbuild | 1.1.0 | pkgconfig | 2.0.3 | pkgload | 1.1.0 |
| plogr | 0.2.0 | plyr | 1.8.6 | praise | 1.0.0 |
| prettyunits | 1.1.1 | pROC | 1.16.2 | processx | 3.4.4 |
| prodlim | 2019.11.13 | 进度 | 1.2.2 | promises | 1.1.1 |
| proto | 1.0.0 | ps | 1.4.0 | purrr | 0.3.4 |
| r2d3 | 0.2.3 | R6 | 2.5.0 | randomForest | 4.6-14 |
| rappdirs | 0.3.1 | rcmdcheck | 1.3.3 | RColorBrewer | 1.1-2 |
| Rcpp | 1.0.5 | readr | 1.4.0 | readxl | 1.3.1 |
| recipes | 0.1.14 | rematch | 1.0.1 | rematch2 | 2.1.2 |
| remotes | 2.2.0 | reprex | 0.3.0 | reshape2 | 1.4.4 |
| rex | 1.2.0 | rjson | 0.2.20 | rlang | 0.4.8 |
| rmarkdown | 2.5 | RODBC | 1.3-16 | roxygen2 | 7.1.1 |
| rpart | 4.1-15 | rprojroot | 1.3-2 | Rserve | 1.8-7 |
| RSQLite | 2.2.1 | rstudioapi | 0.11 | rversions | 2.0.2 |
| rvest | 0.3.6 | scales | 1.1.1 | selectr | 0.4-2 |
| sessioninfo | 1.1.1 | shape | 1.4.4 | shiny | 1.5.0 |
| sourcetools | 0.1.7 | sparklyr | 1.4.0 | SparkR | 3.0.0 |
| spatial | 7.3-11 | splines | 3.6.3 | sqldf | 0.4-11 |
| SQUAREM | 2020.5 | stats | 3.6.3 | stats4 | 3.6.3 |
| stringi | 1.5.3 | stringr | 1.4.0 | survival | 3.2-7 |
| sys | 3.4 | tcltk | 3.6.3 | TeachingDemos | 2.10 |
| testthat | 3.0.0 | tibble | 3.0.4 | tidyr | 1.1.2 |
| tidyselect | 1.1.0 | tidyverse | 1.3.0 | timeDate | 3043.102 |
| tinytex | 0.27 | 工具 | 3.6.3 | usethis | 1.6.3 |
| utf8 | 1.1.4 | utils | 3.6.3 | uuid | 0.1-4 |
| vctrs | 0.3.4 | viridisLite | 0.3.0 | waldo | 0.2.2 |
| whisker | 0.4 | withr | 2.3.0 | xfun | 0.19 |
| xml2 | 1.3.2 | xopen | 1.0.0 | xtable | 1.8-4 |
| yaml | 2.2.1 |
已安装的 Java 库和 Scala 库（Scala 2.12 群集版本）
| 组 ID | 项目 ID | 版本 |
|---|---|---|
| antlr | antlr | 2.7.7 |
| com.amazonaws | amazon-kinesis-client | 1.12.0 |
| com.amazonaws | aws-java-sdk-autoscaling | 1.11.655 |
| com.amazonaws | aws-java-sdk-cloudformation | 1.11.655 |
| com.amazonaws | aws-java-sdk-cloudfront | 1.11.655 |
| com.amazonaws | aws-java-sdk-cloudhsm | 1.11.655 |
| com.amazonaws | aws-java-sdk-cloudsearch | 1.11.655 |
| com.amazonaws | aws-java-sdk-cloudtrail | 1.11.655 |
| com.amazonaws | aws-java-sdk-cloudwatch | 1.11.655 |
| com.amazonaws | aws-java-sdk-cloudwatchmetrics | 1.11.655 |
| com.amazonaws | aws-java-sdk-codedeploy | 1.11.655 |
| com.amazonaws | aws-java-sdk-cognitoidentity | 1.11.655 |
| com.amazonaws | aws-java-sdk-cognitosync | 1.11.655 |
| com.amazonaws | aws-java-sdk-config | 1.11.655 |
| com.amazonaws | aws-java-sdk-core | 1.11.655 |
| com.amazonaws | aws-java-sdk-datapipeline | 1.11.655 |
| com.amazonaws | aws-java-sdk-directconnect | 1.11.655 |
| com.amazonaws | aws-java-sdk-directory | 1.11.655 |
| com.amazonaws | aws-java-sdk-dynamodb | 1.11.655 |
| com.amazonaws | aws-java-sdk-ec2 | 1.11.655 |
| com.amazonaws | aws-java-sdk-ecs | 1.11.655 |
| com.amazonaws | aws-java-sdk-efs | 1.11.655 |
| com.amazonaws | aws-java-sdk-elasticache | 1.11.655 |
| com.amazonaws | aws-java-sdk-elasticbeanstalk | 1.11.655 |
| com.amazonaws | aws-java-sdk-elasticloadbalancing | 1.11.655 |
| com.amazonaws | aws-java-sdk-elastictranscoder | 1.11.655 |
| com.amazonaws | aws-java-sdk-emr | 1.11.655 |
| com.amazonaws | aws-java-sdk-glacier | 1.11.655 |
| com.amazonaws | aws-java-sdk-iam | 1.11.655 |
| com.amazonaws | aws-java-sdk-importexport | 1.11.655 |
| com.amazonaws | aws-java-sdk-kinesis | 1.11.655 |
| com.amazonaws | aws-java-sdk-kms | 1.11.655 |
| com.amazonaws | aws-java-sdk-lambda | 1.11.655 |
| com.amazonaws | aws-java-sdk-logs | 1.11.655 |
| com.amazonaws | aws-java-sdk-machinelearning | 1.11.655 |
| com.amazonaws | aws-java-sdk-opsworks | 1.11.655 |
| com.amazonaws | aws-java-sdk-rds | 1.11.655 |
| com.amazonaws | aws-java-sdk-redshift | 1.11.655 |
| com.amazonaws | aws-java-sdk-route53 | 1.11.655 |
| com.amazonaws | aws-java-sdk-s3 | 1.11.655 |
| com.amazonaws | aws-java-sdk-ses | 1.11.655 |
| com.amazonaws | aws-java-sdk-simpledb | 1.11.655 |
| com.amazonaws | aws-java-sdk-simpleworkflow | 1.11.655 |
| com.amazonaws | aws-java-sdk-sns | 1.11.655 |
| com.amazonaws | aws-java-sdk-sqs | 1.11.655 |
| com.amazonaws | aws-java-sdk-ssm | 1.11.655 |
| com.amazonaws | aws-java-sdk-storagegateway | 1.11.655 |
| com.amazonaws | aws-java-sdk-sts | 1.11.655 |
| com.amazonaws | aws-java-sdk-support | 1.11.655 |
| com.amazonaws | aws-java-sdk-swf-libraries | 1.11.22 |
| com.amazonaws | aws-java-sdk-workspaces | 1.11.655 |
| com.amazonaws | jmespath-java | 1.11.655 |
| com.chuusai | shapeless_2.12 | 2.3.3 |
| com.clearspring.analytics | 流 (stream) | 2.9.6 |
| com.databricks | Rserve | 1.8-3 |
| com.databricks | jets3t | 0.7.1-0 |
| com.databricks.scalapb | compilerplugin_2.12 | 0.4.15-10 |
| com.databricks.scalapb | scalapb-runtime_2.12 | 0.4.15-10 |
| com.esotericsoftware | kryo-shaded | 4.0.2 |
| com.esotericsoftware | minlog | 1.3.0 |
| com.fasterxml | classmate | 1.3.4 |
| com.fasterxml.jackson.core | jackson-annotations | 2.10.0 |
| com.fasterxml.jackson.core | jackson-core | 2.10.0 |
| com.fasterxml.jackson.core | jackson-databind | 2.10.0 |
| com.fasterxml.jackson.dataformat | jackson-dataformat-cbor | 2.10.0 |
| com.fasterxml.jackson.datatype | jackson-datatype-joda | 2.10.0 |
| com.fasterxml.jackson.module | jackson-module-paranamer | 2.10.0 |
| com.fasterxml.jackson.module | jackson-module-scala_2.12 | 2.10.0 |
| com.github.ben-manes.caffeine | caffeine | 2.3.4 |
| com.github.fommil | jniloader | 1.1 |
| com.github.fommil.netlib | core | 1.1.2 |
| com.github.fommil.netlib | native_ref-java | 1.1 |
| com.github.fommil.netlib | native_ref-java-natives | 1.1 |
| com.github.fommil.netlib | native_system-java | 1.1 |
| com.github.fommil.netlib | native_system-java-natives | 1.1 |
| com.github.fommil.netlib | netlib-native_ref-linux-x86_64-natives | 1.1 |
| com.github.fommil.netlib | netlib-native_system-linux-x86_64-natives | 1.1 |
| com.github.joshelser | dropwizard-metrics-hadoop-metrics2-reporter | 0.1.2 |
| com.github.luben | zstd-jni | 1.4.4-3 |
| com.github.wendykierp | JTransforms | 3.1 |
| com.google.code.findbugs | jsr305 | 3.0.0 |
| com.google.code.gson | gson | 2.2.4 |
| com.google.flatbuffers | flatbuffers-java | 1.9.0 |
| com.google.guava | guava | 15.0 |
| com.google.protobuf | protobuf-java | 2.6.1 |
| com.h2database | h2 | 1.4.195 |
| com.helger | profiler | 1.1.1 |
| com.jcraft | jsch | 0.1.50 |
| com.jolbox | bonecp | 0.8.0.RELEASE |
| com.lihaoyi | sourcecode_2.12 | 0.1.9 |
| com.microsoft.sqlserver | mssql-jdbc | 8.2.1.jre8 |
| com.microsoft.azure | azure-data-lake-store-sdk | 2.3.9 |
| com.ning | compress-lzf | 1.0.3 |
| com.sun.mail | javax.mail | 1.5.2 |
| com.tdunning | json | 1.8 |
| com.thoughtworks.paranamer | paranamer | 2.8 |
| com.trueaccord.lenses | lenses_2.12 | 0.4.12 |
| com.twitter | chill-java | 0.9.5 |
| com.twitter | chill_2.12 | 0.9.5 |
| com.twitter | util-app_2.12 | 7.1.0 |
| com.twitter | util-core_2.12 | 7.1.0 |
| com.twitter | util-function_2.12 | 7.1.0 |
| com.twitter | util-jvm_2.12 | 7.1.0 |
| com.twitter | util-lint_2.12 | 7.1.0 |
| com.twitter | util-registry_2.12 | 7.1.0 |
| com.twitter | util-stats_2.12 | 7.1.0 |
| com.typesafe | config | 1.2.1 |
| com.typesafe.scala-logging | scala-logging_2.12 | 3.7.2 |
| com.univocity | univocity-parsers | 2.9.0 |
| com.zaxxer | HikariCP | 3.1.0 |
| commons-beanutils | commons-beanutils | 1.9.4 |
| commons-cli | commons-cli | 1.2 |
| commons-codec | commons-codec | 1.10 |
| commons-collections | commons-collections | 3.2.2 |
| commons-configuration | commons-configuration | 1.6 |
| commons-dbcp | commons-dbcp | 1.4 |
| commons-digester | commons-digester | 1.8 |
| commons-fileupload | commons-fileupload | 1.3.3 |
| commons-httpclient | commons-httpclient | 3.1 |
| commons-io | commons-io | 2.4 |
| commons-lang | commons-lang | 2.6 |
| commons-logging | commons-logging | 1.1.3 |
| commons-net | commons-net | 3.1 |
| commons-pool | commons-pool | 1.5.4 |
| info.ganglia.gmetric4j | gmetric4j | 1.0.10 |
| io.airlift | aircompressor | 0.10 |
| io.dropwizard.metrics | metrics-core | 4.1.1 |
| io.dropwizard.metrics | metrics-graphite | 4.1.1 |
| io.dropwizard.metrics | metrics-healthchecks | 4.1.1 |
| io.dropwizard.metrics | metrics-jetty9 | 4.1.1 |
| io.dropwizard.metrics | metrics-jmx | 4.1.1 |
| io.dropwizard.metrics | metrics-json | 4.1.1 |
| io.dropwizard.metrics | metrics-jvm | 4.1.1 |
| io.dropwizard.metrics | metrics-servlets | 4.1.1 |
| io.netty | netty-all | 4.1.47.Final |
| io.prometheus | simpleclient | 0.7.0 |
| io.prometheus | simpleclient_common | 0.7.0 |
| io.prometheus | simpleclient_dropwizard | 0.7.0 |
| io.prometheus | simpleclient_pushgateway | 0.7.0 |
| io.prometheus | simpleclient_servlet | 0.7.0 |
| io.prometheus.jmx | 收集器 | 0.12.0 |
| jakarta.annotation | jakarta.annotation-api | 1.3.5 |
| jakarta.validation | jakarta.validation-api | 2.0.2 |
| jakarta.ws.rs | jakarta.ws.rs-api | 2.1.6 |
| javax.activation | activation | 1.1.1 |
| javax.el | javax.el-api | 2.2.4 |
| javax.jdo | jdo-api | 3.0.1 |
| javax.servlet | javax.servlet-api | 3.1.0 |
| javax.servlet.jsp | jsp-api | 2.1 |
| javax.transaction | jta | 1.1 |
| javax.transaction | transaction-api | 1.1 |
| javax.xml.bind | jaxb-api | 2.2.2 |
| javax.xml.stream | stax-api | 1.0-2 |
| javolution | javolution | 5.5.1 |
| jline | jline | 2.14.6 |
| joda-time | joda-time | 2.10.5 |
| log4j | apache-log4j-extras | 1.2.17 |
| log4j | log4j | 1.2.17 |
| net.razorvine | pyrolite | 4.30 |
| net.sf.jpam | jpam | 1.1 |
| net.sf.opencsv | opencsv | 2.3 |
| net.sf.supercsv | super-csv | 2.2.0 |
| net.snowflake | snowflake-ingest-sdk | 0.9.6 |
| net.snowflake | snowflake-jdbc | 3.12.8 |
| net.snowflake | spark-snowflake_2.12 | 2.8.1-spark_3.0 |
| net.sourceforge.f2j | arpack_combined_all | 0.1 |
| org.acplt.remotetea | remotetea-oncrpc | 1.1.2 |
| org.antlr | ST4 | 4.0.4 |
| org.antlr | antlr-runtime | 3.5.2 |
| org.antlr | antlr4-runtime | 4.7.1 |
| org.antlr | stringtemplate | 3.2.1 |
| org.apache.ant | ant | 1.9.2 |
| org.apache.ant | ant-jsch | 1.9.2 |
| org.apache.ant | ant-launcher | 1.9.2 |
| org.apache.arrow | arrow-format | 0.15.1 |
| org.apache.arrow | arrow-memory | 0.15.1 |
| org.apache.arrow | arrow-vector | 0.15.1 |
| org.apache.avro | avro | 1.8.2 |
| org.apache.avro | avro-ipc | 1.8.2 |
| org.apache.avro | avro-mapred-hadoop2 | 1.8.2 |
| org.apache.commons | commons-compress | 1.8.1 |
| org.apache.commons | commons-crypto | 1.0.0 |
| org.apache.commons | commons-lang3 | 3.9 |
| org.apache.commons | commons-math3 | 3.4.1 |
| org.apache.commons | commons-text | 1.6 |
| org.apache.curator | curator-client | 2.7.1 |
| org.apache.curator | curator-framework | 2.7.1 |
| org.apache.curator | curator-recipes | 2.7.1 |
| org.apache.derby | derby | 10.12.1.1 |
| org.apache.directory.api | api-asn1-api | 1.0.0-M20 |
| org.apache.directory.api | api-util | 1.0.0-M20 |
| org.apache.directory.server | apacheds-i18n | 2.0.0-M15 |
| org.apache.directory.server | apacheds-kerberos-codec | 2.0.0-M15 |
| org.apache.hadoop | hadoop-annotations | 2.7.4 |
| org.apache.hadoop | hadoop-auth | 2.7.4 |
| org.apache.hadoop | hadoop-client | 2.7.4 |
| org.apache.hadoop | hadoop-common | 2.7.4 |
| org.apache.hadoop | hadoop-hdfs | 2.7.4 |
| org.apache.hadoop | hadoop-mapreduce-client-app | 2.7.4 |
| org.apache.hadoop | hadoop-mapreduce-client-common | 2.7.4 |
| org.apache.hadoop | hadoop-mapreduce-client-core | 2.7.4 |
| org.apache.hadoop | hadoop-mapreduce-client-jobclient | 2.7.4 |
| org.apache.hadoop | hadoop-mapreduce-client-shuffle | 2.7.4 |
| org.apache.hadoop | hadoop-yarn-api | 2.7.4 |
| org.apache.hadoop | hadoop-yarn-client | 2.7.4 |
| org.apache.hadoop | hadoop-yarn-common | 2.7.4 |
| org.apache.hadoop | hadoop-yarn-server-common | 2.7.4 |
| org.apache.hive | hive-beeline | 2.3.7 |
| org.apache.hive | hive-cli | 2.3.7 |
| org.apache.hive | hive-common | 2.3.7 |
| org.apache.hive | hive-exec-core | 2.3.7 |
| org.apache.hive | hive-jdbc | 2.3.7 |
| org.apache.hive | hive-llap-client | 2.3.7 |
| org.apache.hive | hive-llap-common | 2.3.7 |
| org.apache.hive | hive-metastore | 2.3.7 |
| org.apache.hive | hive-serde | 2.3.7 |
| org.apache.hive | hive-shims | 2.3.7 |
| org.apache.hive | hive-storage-api | 2.7.1 |
| org.apache.hive | hive-vector-code-gen | 2.3.7 |
| org.apache.hive.shims | hive-shims-0.23 | 2.3.7 |
| org.apache.hive.shims | hive-shims-common | 2.3.7 |
| org.apache.hive.shims | hive-shims-scheduler | 2.3.7 |
| org.apache.htrace | htrace-core | 3.1.0-incubating |
| org.apache.httpcomponents | httpclient | 4.5.6 |
| org.apache.httpcomponents | httpcore | 4.4.12 |
| org.apache.ivy | ivy | 2.4.0 |
| org.apache.mesos | mesos-shaded-protobuf | 1.4.0 |
| org.apache.orc | orc-core | 1.5.10 |
| org.apache.orc | orc-mapreduce | 1.5.10 |
| org.apache.orc | orc-shims | 1.5.10 |
| org.apache.parquet | parquet-column | 1.10.1-databricks6 |
| org.apache.parquet | parquet-common | 1.10.1-databricks6 |
| org.apache.parquet | parquet-encoding | 1.10.1-databricks6 |
| org.apache.parquet | parquet-format | 2.4.0 |
| org.apache.parquet | parquet-hadoop | 1.10.1-databricks6 |
| org.apache.parquet | parquet-jackson | 1.10.1-databricks6 |
| org.apache.thrift | libfb303 | 0.9.3 |
| org.apache.thrift | libthrift | 0.12.0 |
| org.apache.velocity | 速度 | 1.5 |
| org.apache.xbean | xbean-asm7-shaded | 4.15 |
| org.apache.yetus | audience-annotations | 0.5.0 |
| org.apache.zookeeper | zookeeper | 3.4.14 |
| org.codehaus.jackson | jackson-core-asl | 1.9.13 |
| org.codehaus.jackson | jackson-jaxrs | 1.9.13 |
| org.codehaus.jackson | jackson-mapper-asl | 1.9.13 |
| org.codehaus.jackson | jackson-xc | 1.9.13 |
| org.codehaus.janino | commons-compiler | 3.0.16 |
| org.codehaus.janino | janino | 3.0.16 |
| org.datanucleus | datanucleus-api-jdo | 4.2.4 |
| org.datanucleus | datanucleus-core | 4.1.17 |
| org.datanucleus | datanucleus-rdbms | 4.1.19 |
| org.datanucleus | javax.jdo | 3.2.0-m3 |
| org.eclipse.jetty | jetty-client | 9.4.18.v20190429 |
| org.eclipse.jetty | jetty-continuation | 9.4.18.v20190429 |
| org.eclipse.jetty | jetty-http | 9.4.18.v20190429 |
| org.eclipse.jetty | jetty-io | 9.4.18.v20190429 |
| org.eclipse.jetty | jetty-jndi | 9.4.18.v20190429 |
| org.eclipse.jetty | jetty-plus | 9.4.18.v20190429 |
| org.eclipse.jetty | jetty-proxy | 9.4.18.v20190429 |
| org.eclipse.jetty | jetty-security | 9.4.18.v20190429 |
| org.eclipse.jetty | jetty-server | 9.4.18.v20190429 |
| org.eclipse.jetty | jetty-servlet | 9.4.18.v20190429 |
| org.eclipse.jetty | jetty-servlets | 9.4.18.v20190429 |
| org.eclipse.jetty | jetty-util | 9.4.18.v20190429 |
| org.eclipse.jetty | jetty-webapp | 9.4.18.v20190429 |
| org.eclipse.jetty | jetty-xml | 9.4.18.v20190429 |
| org.fusesource.leveldbjni | leveldbjni-all | 1.8 |
| org.glassfish.hk2 | hk2-api | 2.6.1 |
| org.glassfish.hk2 | hk2-locator | 2.6.1 |
| org.glassfish.hk2 | hk2-utils | 2.6.1 |
| org.glassfish.hk2 | osgi-resource-locator | 1.0.3 |
| org.glassfish.hk2.external | aopalliance-repackaged | 2.6.1 |
| org.glassfish.hk2.external | jakarta.inject | 2.6.1 |
| org.glassfish.jersey.containers | jersey-container-servlet | 2.30 |
| org.glassfish.jersey.containers | jersey-container-servlet-core | 2.30 |
| org.glassfish.jersey.core | jersey-client | 2.30 |
| org.glassfish.jersey.core | jersey-common | 2.30 |
| org.glassfish.jersey.core | jersey-server | 2.30 |
| org.glassfish.jersey.inject | jersey-hk2 | 2.30 |
| org.glassfish.jersey.media | jersey-media-jaxb | 2.30 |
| org.hibernate.validator | hibernate-validator | 6.1.0.Final |
| org.javassist | javassist | 3.25.0-GA |
| org.jboss.logging | jboss-logging | 3.3.2.Final |
| org.jdbi | jdbi | 2.63.1 |
| org.joda | joda-convert | 1.7 |
| org.jodd | jodd-core | 3.5.2 |
| org.json4s | json4s-ast_2.12 | 3.6.6 |
| org.json4s | json4s-core_2.12 | 3.6.6 |
| org.json4s | json4s-jackson_2.12 | 3.6.6 |
| org.json4s | json4s-scalap_2.12 | 3.6.6 |
| org.lz4 | lz4-java | 1.7.1 |
| org.mariadb.jdbc | mariadb-java-client | 2.1.2 |
| org.objenesis | objenesis | 2.5.1 |
| org.postgresql | postgresql | 42.1.4 |
| org.roaringbitmap | RoaringBitmap | 0.7.45 |
| org.roaringbitmap | shims | 0.7.45 |
| org.rocksdb | rocksdbjni | 6.2.2 |
| org.rosuda.REngine | REngine | 2.1.0 |
| org.scala-lang | scala-compiler_2.12 | 2.12.10 |
| org.scala-lang | scala-library_2.12 | 2.12.10 |
| org.scala-lang | scala-reflect_2.12 | 2.12.10 |
| org.scala-lang.modules | scala-collection-compat_2.12 | 2.1.1 |
| org.scala-lang.modules | scala-parser-combinators_2.12 | 1.1.2 |
| org.scala-lang.modules | scala-xml_2.12 | 1.2.0 |
| org.scala-sbt | test-interface | 1.0 |
| org.scalacheck | scalacheck_2.12 | 1.14.2 |
| org.scalactic | scalactic_2.12 | 3.0.8 |
| org.scalanlp | breeze-macros_2.12 | 1.0 |
| org.scalanlp | breeze_2.12 | 1.0 |
| org.scalatest | scalatest_2.12 | 3.0.8 |
| org.slf4j | jcl-over-slf4j | 1.7.30 |
| org.slf4j | jul-to-slf4j | 1.7.30 |
| org.slf4j | slf4j-api | 1.7.30 |
| org.slf4j | slf4j-log4j12 | 1.7.30 |
| org.spark-project.spark | unused | 1.0.0 |
| org.springframework | spring-core | 4.1.4.RELEASE |
| org.springframework | spring-test | 4.1.4.RELEASE |
| org.threeten | threeten-extra | 1.5.0 |
| org.tukaani | xz | 1.5 |
| org.typelevel | algebra_2.12 | 2.0.0-M2 |
| org.typelevel | cats-kernel_2.12 | 2.0.0-M4 |
| org.typelevel | machinist_2.12 | 0.6.8 |
| org.typelevel | macro-compat_2.12 | 1.1.1 |
| org.typelevel | spire-macros_2.12 | 0.17.0-M1 |
| org.typelevel | spire-platform_2.12 | 0.17.0-M1 |
| org.typelevel | spire-util_2.12 | 0.17.0-M1 |
| org.typelevel | spire_2.12 | 0.17.0-M1 |
| org.wildfly.openssl | wildfly-openssl | 1.0.7.Final |
| org.xerial | sqlite-jdbc | 3.8.11.2 |
| org.xerial.snappy | snappy-java | 1.1.7.5 |
| org.yaml | snakeyaml | 1.24 |
| oro | oro | 2.0.8 |
| pl.edu.icm | JLargeArrays | 1.5 |
| software.amazon.ion | ion-java | 1.0.2 |
| stax | stax-api | 1.0.1 |
| xmlenc | xmlenc | 0.52 |