Databricks Runtime 5.4 (EoS)
Note
Support for this Databricks Runtime version has ended. For the end-of-support date, see End-of-support history. For all supported Databricks Runtime versions, see Databricks Runtime release notes versions and compatibility.
Databricks released this version in June 2019.
The following release notes provide information about Databricks Runtime 5.4, powered by Apache Spark.
New Features
Delta Lake on Azure Databricks adds Auto Optimize (Public Preview)
Today, when you write data into cloud storage, you need to compact files for optimal I/O performance. You have to worry about the right file size, how often to compact the files, how big a cluster to use, and so on. To address this class of problems, we are excited to introduce Auto Optimize with Delta Lake on Azure Databricks. During every write to Delta tables, we automatically figure out the right file sizes and compact files so that you don't have to worry about optimizing the storage layout. During writes, if the auto-optimize option is true, Azure Databricks automatically determines if an optimize is required and optimizes the small files. For details, see Configure Delta Lake to control data file size.
Library Utilities generally available
Library Utilities are now generally available. This feature allows you to manipulate Python libraries from within the scope of a notebook session. See Library utility (dbutils.library) (legacy).
Databricks Connect generally available
Databricks Connect is now generally available. This feature is a Spark client library that lets you connect your favorite IDE (IntelliJ, Eclipse, PyCharm, RStudio), notebook server (Zeppelin, Jupyter), and other custom applications to Azure Databricks clusters and run Spark code. See Databricks Connect.
Binary file data source
The binary file data source reads binary files and converts each file into a single record that contains the raw content and metadata of the file. You can now efficiently read arbitrary files into a Spark DataFrame without visiting the content of the files. This is especially helpful if you want to use Spark to load large files, such as images, for scoring. See Binary file.
Improvements
Disk caching
Disk caching is now preconfigured for Lsv2 instances. However, the cache is not enabled by default. See Enable or disable the disk cache for information about how to enable it.
Azure Data Lake Storage Gen2 Azure AD credential passthrough
DBFS mount of Azure Data Lake Storage (ADLS) Gen2 filesystem with Microsoft Entra ID credential passthrough is now supported. See Azure Data Lake Storage Gen2.
Upgraded R to 3.6.0
R base is upgraded from 3.5.2 to 3.6.0.
Apache Spark
Databricks Runtime 5.4 includes Apache Spark 2.4.3. This release includes all Spark fixes and improvements included in Databricks Runtime 5.3 (EoS), as well as the following additional bug fixes and improvements made to Spark:
- [SPARK-27596][SQL] The JDBC 'query' option doesn't work for Oracle database
- [SPARK-27240][PYTHON] Use pandas DataFrame for struct type argument in Scalar pandas UDF.
- [SPARK-26745][SQL][TESTS] JsonSuite test case: empty line -> 0 record count
- [SPARK-25535][CORE] Work around bad error handling in commons-crypto.
- [SPARK-26891][YARN] Fixing flaky test in YarnSchedulerBackendSuite
- [SPARK-27563][SQL][TEST] automatically get the latest Spark versions in HiveExternalCatalogVersionsSuite
- [SPARK-27494][SS] Null values don't work in Kafka source v2
- [SPARK-27550][TEST] Fix test-dependencies.sh not to use kafka-0-8 profile for Scala-2.12
- [SPARK-26992][STS] Fix STS scheduler pool correct delivery
- [SPARK-27544][PYTHON][TEST] Fix Python test script to work on Scala-2.12 build
- [SPARK-27539][SQL] Fix inaccurate aggregate outputRows estimation with column containing null values
- [SPARK-27469][BUILD] Unify commons-beanutils deps to latest 1.9.3
- [SPARK-27419][FOLLOWUP][DOCS] Add note about spark.executor.heartbeatInterval change to migration guide
- [SPARK-27496][CORE] Fatal errors should also be sent back to the sender
- [SPARK-25079][PYTHON] update python3 executable to 3.6.x
- [SPARK-27163][PYTHON] Cleanup and consolidate pandas UDF functionality
- [SPARK-27403][SQL] Fix updateTableStats to update table stats always with new stats or None
- [SPARK-27479][BUILD] Hide API docs for org.apache.spark.util.kvstore
- [SPARK-27446][R] Use existing spark conf if available.
- [SPARK-27453] Pass partitionBy as options in DataFrameWriter
- [SPARK-27454][SPARK-27454][HOT-FIX][ML][SQL] Cherrypick (Fix in Spark image datasource fail when encounter some illegal images)
- [SPARK-27351][SQL] Wrong outputRows estimation after AggregateEstimation with only null value column
- [SPARK-27314][SQL] Deduplicate exprIds for Union.
- [SPARK-27394][WEBUI] Flush LiveEntity if necessary when receiving SparkListenerExecutorMetricsUpdate (backport 2.4)
- [SPARK-27406][SQL] UnsafeArrayData serialization breaks when two machines have different Oops size
- [SPARK-27419][CORE] Avoid casting heartbeat interval to seconds (2.4)
- [SPARK-27391][SS] Don't initialize a lazy val in ContinuousExecution job.
- [SPARK-27390][CORE][SQL][TEST] Fix package name mismatch
- [SPARK-27358][UI] Update jquery to 1.12.x to pick up security fixes
- [SPARK-27216][CORE] Upgrade RoaringBitmap to 0.7.45 to fix Kryo unsafe ser/dser issue
- [SPARK-27382][SQL][TEST] Update Spark 2.4.x testing in HiveExternalCatalogVersionsSuite
- [SPARK-27338][CORE] Fix deadlock between UnsafeExternalSorter and TaskMemoryManager
- [SPARK-27338][CORE][FOLLOWUP] remove trailing space
- [SPARK-27338][CORE] Fix deadlock in UnsafeExternalSorter.SpillableIterator when locking both UnsafeExternalSorter.SpillableIterator and TaskMemoryManager
- [SPARK-27346][SQL] Loosen the newline assert condition on 'examples' field in ExpressionInfo
- [SPARK-26998][CORE] Remove SSL configuration from executors
- [SPARK-27244][CORE][TEST][FOLLOWUP] toDebugString redacts sensitive information
- [SPARK-27267][FOLLOWUP] Update hadoop-2.6 dependency manifest
- [SPARK-27267][CORE] Update snappy to avoid error when decompressing empty serialized data
- [SPARK-27301][DSTREAM] Shorten the FileSystem cached life cycle to the cleanup method inner scope
- [SPARK-27244][CORE] Redact Passwords While Using Option logConf=true
- [SPARK-26208][SQL] add headers to empty csv files when header=true
- [SPARK-27275][CORE] Fix potential corruption in EncryptedMessage.transferTo (2.4)
- [SPARK-23836][PYTHON] Add support for StructType return in Scalar pandas UDF
- [SPARK-26961][CORE] Enable parallel classloading capability
- [SPARK-27274][DOCS] Fix references to scala 2.11 in 2.4.1+ docs; Note 2.11 support is deprecated in 2.4.1+
- [SPARK-27198][CORE] Heartbeat interval mismatch in driver and executor
- [SPARK-27094][YARN] Work around RackResolver swallowing thread interrupt.
- [SPARK-24935][SQL] fix Hive UDAF with two aggregation buffers
- [SPARK-27160][SQL] Fix DecimalType when building orc filters
- [SPARK-26606][CORE] Handle driver options properly when submitting to standalone cluster mode via legacy Client
- [SPARK-27221][SQL] Improve the assert error message in TreeNode.parseToJson (5.x)
- [SPARK-27102][R][PYTHON][CORE] Remove the references to Python's Scala codes in R's Scala codes
- [SPARK-27159][SQL] update mssql server dialect to support binary type
- [SPARK-27112][CORE] : Create a resource ordering between threads to resolve the deadlocks encountered when trying to kill executors either due to dynamic allocation or a block list
- [SPARK-27178][K8S] adding nss package to fix tests
- [SPARK-27045][SQL] SQL tab in UI shows actual SQL instead of callsite in case of SparkSQLDriver
- [SPARK-27119][SQL] Do not infer schema when reading Hive serde table with native data source
- [SPARK-27165][SPARK-27107][BUILD][SQL] Upgrade Apache ORC to 1.5.5
- [SPARK-26742][K8S] Update k8s client version to 4.1.2
- [SPARK-26927][CORE] Ensure executor is active when processing events in dynamic allocation manager.
- [SPARK-27097][CHERRY-PICK 2.4] Avoid embedding platform-dependent offsets literally in whole-stage generated code
- [SPARK-27111][SS] Fix a race that a continuous query may fail with InterruptedException (5.x)
- [SPARK-27111][SS] Fix a race that a continuous query may fail with InterruptedException
- [SPARK-27080][SQL] bug fix: mergeWithMetastoreSchema with uniform lower case comparison
- [SPARK-26604][CORE] Clean up channel registration for StreamManager
- [SPARK-27016][SQL][BUILD] Treat all antlr warnings as errors while generating parser from the sql grammar file
- [SPARK-25863][SPARK-21871][SQL] Check if code size statistics is empty or not in updateAndGetCompilationStats
- [SPARK-27078][SQL] Fix NoSuchFieldError when read Hive materialized views
- [SPARK-27019][SQL][WEBUI] onJobStart happens after onExecutionEnd shouldn't overwrite kvstore
- [SPARK-27065][CORE] avoid more than one active task set managers for a stage
- [SPARK-24669][SQL] Invalidate tables in case of DROP DATABASE CASCADE
- [SPARK-26932][DOC] Add a warning for Hive 2.1.1 ORC reader issue
- [SPARK-25139][SPARK-18406][CORE] Avoid NonFatals to kill the Executor in PythonRunner
Maintenance updates
See Databricks Runtime 5.4 maintenance updates.
System environment
- Operating System: Ubuntu 16.04.6 LTS
- Java: 1.8.0_191
- Scala: 2.11.12
- Python: 2.7.12 for Python 2 clusters and 3.5.2 for Python 3 clusters.
- R: R version 3.6.0 (2019-04-26)
- GPU clusters: The following NVIDIA GPU libraries are installed:
- Tesla driver 375.66
- CUDA 9.0
- cuDNN 7.0
Note
Although Scala 2.12 is supported in Apache Spark 2.4, it is not supported in Databricks Runtime 5.4.
Installed Python libraries
| Library | Version | Library | Version | Library | Version |
|---|---|---|---|---|---|
| ansi2html | 1.1.1 | argparse | 1.2.1 | backports-abc | 0.5 |
| boto | 2.42.0 | boto3 | 1.4.1 | botocore | 1.4.70 |
| brewer2mpl | 1.4.1 | certifi | 2016.2.28 | cffi | 1.7.0 |
| chardet | 2.3.0 | colorama | 0.3.7 | configobj | 5.0.6 |
| cryptography | 1.5 | cycler | 0.10.0 | Cython | 0.24.1 |
| decorator | 4.0.10 | docutils | 0.14 | enum34 | 1.1.6 |
| et-xmlfile | 1.0.1 | freetype-py | 1.0.2 | funcsigs | 1.0.2 |
| fusepy | 2.0.4 | futures | 3.2.0 | ggplot | 0.6.8 |
| html5lib | 0.999 | idna | 2.1 | ipaddress | 1.0.16 |
| ipython | 2.2.0 | ipython-genutils | 0.1.0 | jdcal | 1.2 |
| Jinja2 | 2.8 | jmespath | 0.9.0 | llvmlite | 0.13.0 |
| lxml | 3.6.4 | MarkupSafe | 0.23 | matplotlib | 1.5.3 |
| mpld3 | 0.2 | msgpack-python | 0.4.7 | ndg-httpsclient | 0.3.3 |
| numba | 0.28.1 | numpy | 1.11.1 | openpyxl | 2.3.2 |
| pandas | 0.19.2 | pathlib2 | 2.1.0 | patsy | 0.4.1 |
| pexpect | 4.0.1 | pickleshare | 0.7.4 | Pillow | 3.3.1 |
| pip | 19.1.1 | ply | 3.9 | prompt-toolkit | 1.0.7 |
| psycopg2 | 2.6.2 | ptyprocess | 0.5.1 | py4j | 0.10.3 |
| pyarrow | 0.8.0 | pyasn1 | 0.1.9 | pycparser | 2.14 |
| Pygments | 2.1.3 | PyGObject | 3.20.0 | pyOpenSSL | 16.0.0 |
| pyparsing | 2.2.0 | pypng | 0.0.18 | Python | 2.7.12 |
| python-dateutil | 2.5.3 | python-geohash | 0.8.5 | pytz | 2016.6.1 |
| requests | 2.11.1 | s3transfer | 0.1.9 | scikit-learn | 0.18.1 |
| scipy | 0.18.1 | scour | 0.32 | seaborn | 0.7.1 |
| setuptools | 41.0.1 | simplejson | 3.8.2 | simples3 | 1.0 |
| singledispatch | 3.4.0.3 | six | 1.10.0 | statsmodels | 0.6.1 |
| tornado | 5.1.1 | traitlets | 4.3.0 | urllib3 | 1.19.1 |
| virtualenv | 16.1.0 | wcwidth | 0.1.7 | wheel | 0.33.3 |
| wsgiref | 0.1.2 |
Installed R libraries
| Library | Version | Library | Version | Library | Version |
|---|---|---|---|---|---|
| abind | 1.4-5 | askpass | 1.1 | assertthat | 0.2.1 |
| backports | 1.1.3 | base | 3.6.0 | base64enc | 0.1-3 |
| BH | 1.69.0-1 | bit | 1.1-14 | bit64 | 0.9-7 |
| bitops | 1.0-6 | blob | 1.1.1 | boot | 1.3-20 |
| brew | 1.0-6 | callr | 3.2.0 | car | 3.0-2 |
| carData | 3.0-2 | caret | 6.0-82 | cellranger | 1.1.0 |
| chron | 2.3-53 | class | 7.3-15 | cli | 1.1.0 |
| clipr | 0.5.0 | clisymbols | 1.2.0 | cluster | 2.0.8 |
| codetools | 0.2-16 | colorspace | 1.4-1 | commonmark | 1.7 |
| compiler | 3.6.0 | config | 0.3 | crayon | 1.3.4 |
| curl | 3.3 | data.table | 1.12.0 | datasets | 3.6.0 |
| DBI | 1.0.0 | dbplyr | 1.3.0 | desc | 1.2.0 |
| devtools | 2.0.1 | digest | 0.6.18 | doMC | 1.3.5 |
| dplyr | 0.8.0.1 | ellipsis | 0.1.0 | fansi | 0.4.0 |
| forcats | 0.4.0 | foreach | 1.4.4 | foreign | 0.8-71 |
| forge | 0.2.0 | fs | 1.2.7 | gbm | 2.1.5 |
| generics | 0.0.2 | ggplot2 | 3.1.0 | gh | 1.0.1 |
| git2r | 0.25.2 | glmnet | 2.0-16 | glue | 1.3.1 |
| gower | 0.2.0 | graphics | 3.6.0 | grDevices | 3.6.0 |
| grid | 3.6.0 | gridExtra | 2.3 | gsubfn | 0.7 |
| gtable | 0.3.0 | h2o | 3.22.1.1 | haven | 2.1.0 |
| hms | 0.4.2 | htmltools | 0.3.6 | htmlwidgets | 1.3 |
| httr | 1.4.0 | hwriter | 1.3.2 | hwriterPlus | 1.0-3 |
| ini | 0.3.1 | ipred | 0.9-8 | iterators | 1.0.10 |
| jsonlite | 1.6 | KernSmooth | 2.23-15 | labeling | 0.3 |
| lattice | 0.20-38 | lava | 1.6.5 | lazyeval | 0.2.2 |
| littler | 0.3.7 | lme4 | 1.1-21 | lubridate | 1.7.4 |
| magrittr | 1.5 | mapproj | 1.2.6 | maps | 3.3.0 |
| maptools | 0.9-5 | MASS | 7.3-51.1 | Matrix | 1.2-17 |
| MatrixModels | 0.4-1 | memoise | 1.1.0 | methods | 3.6.0 |
| mgcv | 1.8-28 | mime | 0.6 | minqa | 1.2.4 |
| ModelMetrics | 1.2.2 | munsell | 0.5.0 | mvtnorm | 1.0-10 |
| nlme | 3.1-139 | nloptr | 1.2.1 | nnet | 7.3-12 |
| numDeriv | 2016.8-1 | openssl | 1.3 | openxlsx | 4.1.0 |
| parallel | 3.6.0 | pbkrtest | 0.4-7 | pillar | 1.3.1 |
| pkgbuild | 1.0.3 | pkgconfig | 2.0.2 | pkgKitten | 0.1.4 |
| pkgload | 1.0.2 | plogr | 0.2.0 | plyr | 1.8.4 |
| praise | 1.0.0 | prettyunits | 1.0.2 | pROC | 1.14.0 |
| processx | 3.3.0 | prodlim | 2018.04.18 | progress | 1.2.0 |
| proto | 1.0.0 | ps | 1.3.0 | purrr | 0.3.2 |
| quantreg | 5.38 | R.methodsS3 | 1.7.1 | R.oo | 1.22.0 |
| R.utils | 2.8.0 | r2d3 | 0.2.3 | R6 | 2.4.0 |
| randomForest | 4.6-14 | rappdirs | 0.3.1 | rcmdcheck | 1.3.2 |
| RColorBrewer | 1.1-2 | Rcpp | 1.0.1 | RcppEigen | 0.3.3.5.0 |
| RcppRoll | 0.3.0 | RCurl | 1.95-4.12 | readr | 1.3.1 |
| readxl | 1.3.1 | recipes | 0.1.5 | rematch | 1.0.1 |
| remotes | 2.0.2 | reshape2 | 1.4.3 | rio | 0.5.16 |
| rlang | 0.3.3 | RODBC | 1.3-15 | roxygen2 | 6.1.1 |
| rpart | 4.1-15 | rprojroot | 1.3-2 | Rserve | 1.8-6 |
| RSQLite | 2.1.1 | rstudioapi | 0.10 | scales | 1.0.0 |
| sessioninfo | 1.1.1 | sp | 1.3-1 | sparklyr | 1.0.0 |
| SparkR | 2.4.3 | SparseM | 1.77 | spatial | 7.3-11 |
| splines | 3.6.0 | sqldf | 0.4-11 | SQUAREM | 2017.10-1 |
| statmod | 1.4.30 | stats | 3.6.0 | stats4 | 3.6.0 |
| stringi | 1.4.3 | stringr | 1.4.0 | survival | 2.43-3 |
| sys | 3.1 | tcltk | 3.6.0 | TeachingDemos | 2.10 |
| testthat | 2.0.1 | tibble | 2.1.1 | tidyr | 0.8.3 |
| tidyselect | 0.2.5 | timeDate | 3043.102 | tools | 3.6.0 |
| usethis | 1.4.0 | utf8 | 1.1.4 | utils | 3.6.0 |
| viridisLite | 0.3.0 | whisker | 0.3-2 | withr | 2.1.2 |
| xml2 | 1.2.0 | xopen | 1.0.0 | yaml | 2.2.0 |
| zip | 2.0.1 |
Installed Java and Scala libraries (Scala 2.11 cluster version)
| Group ID | Artifact ID | Version |
|---|---|---|
| antlr | antlr | 2.7.7 |
| com.amazonaws | amazon-kinesis-client | 1.8.10 |
| com.amazonaws | aws-java-sdk-autoscaling | 1.11.313 |
| com.amazonaws | aws-java-sdk-cloudformation | 1.11.313 |
| com.amazonaws | aws-java-sdk-cloudfront | 1.11.313 |
| com.amazonaws | aws-java-sdk-cloudhsm | 1.11.313 |
| com.amazonaws | aws-java-sdk-cloudsearch | 1.11.313 |
| com.amazonaws | aws-java-sdk-cloudtrail | 1.11.313 |
| com.amazonaws | aws-java-sdk-cloudwatch | 1.11.313 |
| com.amazonaws | aws-java-sdk-cloudwatchmetrics | 1.11.313 |
| com.amazonaws | aws-java-sdk-codedeploy | 1.11.313 |
| com.amazonaws | aws-java-sdk-cognitoidentity | 1.11.313 |
| com.amazonaws | aws-java-sdk-cognitosync | 1.11.313 |
| com.amazonaws | aws-java-sdk-config | 1.11.313 |
| com.amazonaws | aws-java-sdk-core | 1.11.313 |
| com.amazonaws | aws-java-sdk-datapipeline | 1.11.313 |
| com.amazonaws | aws-java-sdk-directconnect | 1.11.313 |
| com.amazonaws | aws-java-sdk-directory | 1.11.313 |
| com.amazonaws | aws-java-sdk-dynamodb | 1.11.313 |
| com.amazonaws | aws-java-sdk-ec2 | 1.11.313 |
| com.amazonaws | aws-java-sdk-ecs | 1.11.313 |
| com.amazonaws | aws-java-sdk-efs | 1.11.313 |
| com.amazonaws | aws-java-sdk-elasticache | 1.11.313 |
| com.amazonaws | aws-java-sdk-elasticbeanstalk | 1.11.313 |
| com.amazonaws | aws-java-sdk-elasticloadbalancing | 1.11.313 |
| com.amazonaws | aws-java-sdk-elastictranscoder | 1.11.313 |
| com.amazonaws | aws-java-sdk-emr | 1.11.313 |
| com.amazonaws | aws-java-sdk-glacier | 1.11.313 |
| com.amazonaws | aws-java-sdk-glue | 1.11.313 |
| com.amazonaws | aws-java-sdk-iam | 1.11.313 |
| com.amazonaws | aws-java-sdk-importexport | 1.11.313 |
| com.amazonaws | aws-java-sdk-kinesis | 1.11.313 |
| com.amazonaws | aws-java-sdk-kms | 1.11.313 |
| com.amazonaws | aws-java-sdk-lambda | 1.11.313 |
| com.amazonaws | aws-java-sdk-logs | 1.11.313 |
| com.amazonaws | aws-java-sdk-machinelearning | 1.11.313 |
| com.amazonaws | aws-java-sdk-opsworks | 1.11.313 |
| com.amazonaws | aws-java-sdk-rds | 1.11.313 |
| com.amazonaws | aws-java-sdk-redshift | 1.11.313 |
| com.amazonaws | aws-java-sdk-route53 | 1.11.313 |
| com.amazonaws | aws-java-sdk-s3 | 1.11.313 |
| com.amazonaws | aws-java-sdk-ses | 1.11.313 |
| com.amazonaws | aws-java-sdk-simpledb | 1.11.313 |
| com.amazonaws | aws-java-sdk-simpleworkflow | 1.11.313 |
| com.amazonaws | aws-java-sdk-sns | 1.11.313 |
| com.amazonaws | aws-java-sdk-sqs | 1.11.313 |
| com.amazonaws | aws-java-sdk-ssm | 1.11.313 |
| com.amazonaws | aws-java-sdk-storagegateway | 1.11.313 |
| com.amazonaws | aws-java-sdk-sts | 1.11.313 |
| com.amazonaws | aws-java-sdk-support | 1.11.313 |
| com.amazonaws | aws-java-sdk-swf-libraries | 1.11.22 |
| com.amazonaws | aws-java-sdk-workspaces | 1.11.313 |
| com.amazonaws | jmespath-java | 1.11.313 |
| com.carrotsearch | hppc | 0.7.2 |
| com.chuusai | shapeless_2.11 | 2.3.2 |
| com.clearspring.analytics | stream | 2.7.0 |
| com.databricks | Rserve | 1.8-3 |
| com.databricks | dbml-local_2.11 | 0.5.0-db8-spark2.4 |
| com.databricks | dbml-local_2.11-tests | 0.5.0-db8-spark2.4 |
| com.databricks | jets3t | 0.7.1-0 |
| com.databricks.scalapb | compilerplugin_2.11 | 0.4.15-9 |
| com.databricks.scalapb | scalapb-runtime_2.11 | 0.4.15-9 |
| com.esotericsoftware | kryo-shaded | 4.0.2 |
| com.esotericsoftware | minlog | 1.3.0 |
| com.fasterxml | classmate | 1.0.0 |
| com.fasterxml.jackson.core | jackson-annotations | 2.6.7 |
| com.fasterxml.jackson.core | jackson-core | 2.6.7 |
| com.fasterxml.jackson.core | jackson-databind | 2.6.7.1 |
| com.fasterxml.jackson.dataformat | jackson-dataformat-cbor | 2.6.7 |
| com.fasterxml.jackson.datatype | jackson-datatype-joda | 2.6.7 |
| com.fasterxml.jackson.module | jackson-module-paranamer | 2.6.7 |
| com.fasterxml.jackson.module | jackson-module-scala_2.11 | 2.6.7.1 |
| 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.luben | zstd-jni | 1.3.2-2 |
| com.github.rwl | jtransforms | 2.4.0 |
| com.google.code.findbugs | jsr305 | 2.0.1 |
| com.google.code.gson | gson | 2.2.4 |
| com.google.guava | guava | 15.0 |
| com.google.protobuf | protobuf-java | 2.6.1 |
| com.googlecode.javaewah | JavaEWAH | 0.3.2 |
| com.h2database | h2 | 1.3.174 |
| com.jcraft | jsch | 0.1.50 |
| com.jolbox | bonecp | 0.8.0.RELEASE |
| com.microsoft.azure | azure-data-lake-store-sdk | 2.2.8 |
| com.microsoft.azure | azure-storage | 5.2.0 |
| com.microsoft.sqlserver | mssql-jdbc | 6.2.2.jre8 |
| com.ning | compress-lzf | 1.0.3 |
| com.sun.mail | javax.mail | 1.5.2 |
| com.thoughtworks.paranamer | paranamer | 2.8 |
| com.trueaccord.lenses | lenses_2.11 | 0.3 |
| com.twitter | chill-java | 0.9.3 |
| com.twitter | chill_2.11 | 0.9.3 |
| com.twitter | parquet-hadoop-bundle | 1.6.0 |
| com.twitter | util-app_2.11 | 6.23.0 |
| com.twitter | util-core_2.11 | 6.23.0 |
| com.twitter | util-jvm_2.11 | 6.23.0 |
| com.typesafe | config | 1.2.1 |
| com.typesafe.scala-logging | scala-logging-api_2.11 | 2.1.2 |
| com.typesafe.scala-logging | scala-logging-slf4j_2.11 | 2.1.2 |
| com.univocity | univocity-parsers | 2.7.3 |
| com.vlkan | flatbuffers | 1.2.0-3f79e055 |
| com.zaxxer | HikariCP | 3.1.0 |
| commons-beanutils | commons-beanutils | 1.7.0 |
| commons-beanutils | commons-beanutils-core | 1.8.0 |
| 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-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 | 1.0.7 |
| io.airlift | aircompressor | 0.10 |
| io.dropwizard.metrics | metrics-core | 3.1.5 |
| io.dropwizard.metrics | metrics-ganglia | 3.1.5 |
| io.dropwizard.metrics | metrics-graphite | 3.1.5 |
| io.dropwizard.metrics | metrics-healthchecks | 3.1.5 |
| io.dropwizard.metrics | metrics-jetty9 | 3.1.5 |
| io.dropwizard.metrics | metrics-json | 3.1.5 |
| io.dropwizard.metrics | metrics-jvm | 3.1.5 |
| io.dropwizard.metrics | metrics-log4j | 3.1.5 |
| io.dropwizard.metrics | metrics-servlets | 3.1.5 |
| io.netty | netty | 3.9.9.Final |
| io.netty | netty-all | 4.1.17.Final |
| io.prometheus | simpleclient | 0.0.16 |
| io.prometheus | simpleclient_common | 0.0.16 |
| io.prometheus | simpleclient_dropwizard | 0.0.16 |
| io.prometheus | simpleclient_servlet | 0.0.16 |
| io.prometheus.jmx | collector | 0.7 |
| javax.activation | activation | 1.1.1 |
| javax.annotation | javax.annotation-api | 1.2 |
| 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.validation | validation-api | 1.1.0.Final |
| javax.ws.rs | javax.ws.rs-api | 2.0.1 |
| 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 | 2.9.3 |
| log4j | apache-log4j-extras | 1.2.17 |
| log4j | log4j | 1.2.17 |
| maven-trees | hive-exec-with-glue | hive-12679-patch_deploy |
| maven-trees | hive-exec-with-glue | hive-exec_shaded |
| net.hydromatic | eigenbase-properties | 1.1.5 |
| net.razorvine | pyrolite | 4.13 |
| 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 | 0.9.5 |
| net.snowflake | snowflake-jdbc | 3.6.15 |
| net.snowflake | spark-snowflake_2.11 | 2.4.10-spark_2.4 |
| net.sourceforge.f2j | arpack_combined_all | 0.1 |
| org.acplt | oncrpc | 1.0.7 |
| org.antlr | ST4 | 4.0.4 |
| org.antlr | antlr-runtime | 3.4 |
| org.antlr | antlr4-runtime | 4.7 |
| 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 | 0.10.0 |
| org.apache.arrow | arrow-memory | 0.10.0 |
| org.apache.arrow | arrow-vector | 0.10.0 |
| 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.calcite | calcite-avatica | 1.2.0-incubating |
| org.apache.calcite | calcite-core | 1.2.0-incubating |
| org.apache.calcite | calcite-linq4j | 1.2.0-incubating |
| org.apache.commons | commons-compress | 1.8.1 |
| org.apache.commons | commons-crypto | 1.0.0 |
| org.apache.commons | commons-lang3 | 3.5 |
| org.apache.commons | commons-math3 | 3.4.1 |
| 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 | 2.7.3 |
| org.apache.hadoop | hadoop-auth | 2.7.3 |
| org.apache.hadoop | hadoop-client | 2.7.3 |
| org.apache.hadoop | hadoop-common | 2.7.3 |
| org.apache.hadoop | hadoop-hdfs | 2.7.3 |
| org.apache.hadoop | hadoop-mapreduce-client-app | 2.7.3 |
| org.apache.hadoop | hadoop-mapreduce-client-common | 2.7.3 |
| org.apache.hadoop | hadoop-mapreduce-client-core | 2.7.3 |
| org.apache.hadoop | hadoop-mapreduce-client-jobclient | 2.7.3 |
| org.apache.hadoop | hadoop-mapreduce-client-shuffle | 2.7.3 |
| org.apache.hadoop | hadoop-yarn-api | 2.7.3 |
| org.apache.hadoop | hadoop-yarn-client | 2.7.3 |
| org.apache.hadoop | hadoop-yarn-common | 2.7.3 |
| org.apache.hadoop | hadoop-yarn-server-common | 2.7.3 |
| org.apache.htrace | htrace-core | 3.1.0-incubating |
| org.apache.httpcomponents | httpclient | 4.5.4 |
| org.apache.httpcomponents | httpcore | 4.4.8 |
| org.apache.ivy | ivy | 2.4.0 |
| org.apache.orc | orc-core-nohive | 1.5.2 |
| org.apache.orc | orc-mapreduce-nohive | 1.5.2 |
| org.apache.orc | orc-shims | 1.5.2 |
| org.apache.parquet | parquet-column | 1.10.1.1-databricks3 |
| org.apache.parquet | parquet-common | 1.10.1.1-databricks3 |
| org.apache.parquet | parquet-encoding | 1.10.1.1-databricks3 |
| org.apache.parquet | parquet-format | 2.4.0 |
| org.apache.parquet | parquet-hadoop | 1.10.1.1-databricks3 |
| org.apache.parquet | parquet-jackson | 1.10.1.1-databricks3 |
| org.apache.thrift | libfb303 | 0.9.3 |
| org.apache.thrift | libthrift | 0.9.3 |
| org.apache.xbean | xbean-asm6-shaded | 4.8 |
| org.apache.zookeeper | zookeeper | 3.4.6 |
| 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 | 3.0.10 |
| org.codehaus.janino | janino | 3.0.10 |
| org.datanucleus | datanucleus-api-jdo | 3.2.6 |
| org.datanucleus | datanucleus-core | 3.2.10 |
| org.datanucleus | datanucleus-rdbms | 3.2.9 |
| org.eclipse.jetty | jetty-client | 9.3.20.v20170531 |
| org.eclipse.jetty | jetty-continuation | 9.3.20.v20170531 |
| org.eclipse.jetty | jetty-http | 9.3.20.v20170531 |
| org.eclipse.jetty | jetty-io | 9.3.20.v20170531 |
| org.eclipse.jetty | jetty-jndi | 9.3.20.v20170531 |
| org.eclipse.jetty | jetty-plus | 9.3.20.v20170531 |
| org.eclipse.jetty | jetty-proxy | 9.3.20.v20170531 |
| org.eclipse.jetty | jetty-security | 9.3.20.v20170531 |
| org.eclipse.jetty | jetty-server | 9.3.20.v20170531 |
| org.eclipse.jetty | jetty-servlet | 9.3.20.v20170531 |
| org.eclipse.jetty | jetty-servlets | 9.3.20.v20170531 |
| org.eclipse.jetty | jetty-util | 9.3.20.v20170531 |
| org.eclipse.jetty | jetty-webapp | 9.3.20.v20170531 |
| org.eclipse.jetty | jetty-xml | 9.3.20.v20170531 |
| org.fusesource.leveldbjni | leveldbjni-all | 1.8 |
| org.glassfish.hk2 | hk2-api | 2.4.0-b34 |
| org.glassfish.hk2 | hk2-locator | 2.4.0-b34 |
| org.glassfish.hk2 | hk2-utils | 2.4.0-b34 |
| org.glassfish.hk2 | osgi-resource-locator | 1.0.1 |
| org.glassfish.hk2.external | aopalliance-repackaged | 2.4.0-b34 |
| org.glassfish.hk2.external | javax.inject | 2.4.0-b34 |
| org.glassfish.jersey.bundles.repackaged | jersey-guava | 2.22.2 |
| org.glassfish.jersey.containers | jersey-container-servlet | 2.22.2 |
| org.glassfish.jersey.containers | jersey-container-servlet-core | 2.22.2 |
| org.glassfish.jersey.core | jersey-client | 2.22.2 |
| org.glassfish.jersey.core | jersey-common | 2.22.2 |
| org.glassfish.jersey.core | jersey-server | 2.22.2 |
| org.glassfish.jersey.media | jersey-media-jaxb | 2.22.2 |
| org.hibernate | hibernate-validator | 5.1.1.Final |
| org.iq80.snappy | snappy | 0.2 |
| org.javassist | javassist | 3.18.1-GA |
| org.jboss.logging | jboss-logging | 3.1.3.GA |
| org.jdbi | jdbi | 2.63.1 |
| org.joda | joda-convert | 1.7 |
| org.jodd | jodd-core | 3.5.2 |
| org.json4s | json4s-ast_2.11 | 3.5.3 |
| org.json4s | json4s-core_2.11 | 3.5.3 |
| org.json4s | json4s-jackson_2.11 | 3.5.3 |
| org.json4s | json4s-scalap_2.11 | 3.5.3 |
| org.lz4 | lz4-java | 1.4.0 |
| org.mariadb.jdbc | mariadb-java-client | 2.1.2 |
| org.mockito | mockito-all | 1.9.5 |
| 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 | 5.2.1 |
| org.rosuda.REngine | REngine | 2.1.0 |
| org.scala-lang | scala-compiler_2.11 | 2.11.12 |
| org.scala-lang | scala-library_2.11 | 2.11.12 |
| org.scala-lang | scala-reflect_2.11 | 2.11.12 |
| org.scala-lang.modules | scala-parser-combinators_2.11 | 1.1.0 |
| org.scala-lang.modules | scala-xml_2.11 | 1.0.5 |
| org.scala-sbt | test-interface | 1.0 |
| org.scalacheck | scalacheck_2.11 | 1.12.5 |
| org.scalactic | scalactic_2.11 | 3.0.3 |
| org.scalanlp | breeze-macros_2.11 | 0.13.2 |
| org.scalanlp | breeze_2.11 | 0.13.2 |
| org.scalatest | scalatest_2.11 | 3.0.3 |
| org.slf4j | jcl-over-slf4j | 1.7.16 |
| org.slf4j | jul-to-slf4j | 1.7.16 |
| org.slf4j | slf4j-api | 1.7.16 |
| org.slf4j | slf4j-log4j12 | 1.7.16 |
| org.spark-project.hive | hive-beeline | 1.2.1.spark2 |
| org.spark-project.hive | hive-cli | 1.2.1.spark2 |
| org.spark-project.hive | hive-jdbc | 1.2.1.spark2 |
| org.spark-project.hive | hive-metastore | 1.2.1.spark2 |
| org.spark-project.spark | unused | 1.0.0 |
| org.spire-math | spire-macros_2.11 | 0.13.0 |
| org.spire-math | spire_2.11 | 0.13.0 |
| org.springframework | spring-core | 4.1.4.RELEASE |
| org.springframework | spring-test | 4.1.4.RELEASE |
| org.tukaani | xz | 1.5 |
| org.typelevel | machinist_2.11 | 0.6.1 |
| org.typelevel | macro-compat_2.11 | 1.1.1 |
| org.xerial | sqlite-jdbc | 3.8.11.2 |
| org.xerial.snappy | snappy-java | 1.1.7.3 |
| org.yaml | snakeyaml | 1.16 |
| oro | oro | 2.0.8 |
| software.amazon.ion | ion-java | 1.0.2 |
| stax | stax-api | 1.0.1 |
| xmlenc | xmlenc | 0.52 |