Databricks Runtime 7.6 (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 February 2021.
The following release notes provide information about Databricks Runtime 7.6, powered by Apache Spark 3.0.
For help with migration from Databricks Runtime 6.x, see Databricks Runtime 7.x migration guide (EoS).
New features
Better JSON schema evolution handling in Auto Loader
When loading JSON data, the default behavior is that fields that are not part of the original schema are silently dropped. Now with Auto Loader,
you can set the JSON option unparsedDataColumn to specify the name of a column, which will be used to store all the new fields as a JSON string.
For example, by setting
.option("unparsedDataColumn", "_unparsed_data")
the result will have a column _unparsed_data, where new fields are stored as a JSON string. These new fields can be parsed later
for further processing. If there are no new fields, the column value is null.
Support for reading overwritten files in Auto Loader
You can now configure streams to allow input directory file changes to overwrite existing data. Set .option("cloudFiles.allowOverwrites", "true"). For details, see What is Auto Loader?.
Improvements
Better multi-dimensional clustering and data skipping performance with OPTIMIZE ZORDER
The OPTIMIZE ZORDER operation now uses Hilbert space-filling curves by default. This approach provides better clustering characteristics than Z-order in higher dimensions. For Delta tables using OPTIMIZE ZORDER with many columns, Hilbert curves can speed up read queries by skipping more data than Z-order. For details, see Data skipping for Delta Lake.
Performance improvements for some MERGE operations with only MATCHED clauses
You may get better performance in MERGE operations that have only MATCHED clauses with clause conditions.
Auto-tuning file sizes for MERGE-heavy Delta tables (Public Preview)
Delta tables that undergo repeated MERGE operations (for example, continuous upserts of row-level change data) repeatedly rewrite files to update data. Such tables can benefit from having smaller files than those produced by default by data layout operations like OPTIMIZE, Optimized Write, and Auto Compaction. With Databricks Runtime 7.6, you can automatically detect MERGE-heavy tables and tune file sizes. Contact Databricks support or your Azure Databricks account team for more information on how to enable this feature.
Library upgrades
- Upgraded Python libraries:
- certifi upgraded from 2020.6.20 to 2020.12.5.
- koalas upgraded from 1.4.0 to 1.5.0.
- python-apt upgraded from 1.6.5+ubuntu0.3 to 1.6.5+ubuntu0.4
- Upgraded R library:
- nlme from 3.1-150 to 3.1-151.
- Upgraded Java library:
- azure-data-lake-store-sdk upgraded from 2.3.8 to 2.3.9.
- OpenJDK 8 build upgraded to Zulu 8.50.0.51-CA-linux64 (build 1.8.0_275-b01).
Apache Spark
Databricks Runtime 7.6 includes Apache Spark 3.0.1. This release includes all Spark fixes and improvements included in Databricks Runtime 7.5 (EoS), as well as the following additional bug fixes and improvements made to Spark:
- [SPARK-33740] [SQL]hadoop configs in hive-site.xml can overrides pre-existing hadoop ones
- [SPARK-33822] [SQL] Use the
CastSupport.castmethod in HashJoin - [SPARK-33398] Fix loading tree models prior to Spark 3.0
- [SPARK-33029] [CORE][WEBUI] Fix to UI executor page incorrectly marking the driver as blocklisted
- [SPARK-34012] [SQL] Keep behavior consistent when conf
spark.sqllegacy.parser.havingWithoutGroupByAsWhereis true with migration guide - [SPARK-33635] [SS] Adjust the order of check in KafkaTokenUtil.needTokenUpdate to remedy perf regression
- [SPARK-33900] [WEBUI] Show shuffle read size / records correctly when only remotebytesread is available
- [SPARK-33593] [SQL] Vector reader got incorrect data with binary partition value
- [SPARK-31170] [SQL] Spark SQL Cli should respect hive-site.xml and spark.sql.warehouse.dir
- [SPARK-33853] [SQL] EXPLAIN CODEGEN and BenchmarkQueryTest don't show subquery code
- [SPARK-33786] [SQL] The storage level for a cache should be respected when a table name is altered.
- [SPARK-33841] [CORE] Fix issue with jobs disappearing intermittently from the SHS under high load
- [SPARK-33480] [SQL] do not expose user data in error message
- [SPARK-33756] [SQL] Make BytesToBytesMap's MapIterator idempotent
- [SPARK-33774] [UI][CORE]"Back to Master" returns 500 error in Standalone cluster
- [SPARK-33733] [SQL] PullOutNondeterministic should check and collect deterministic field
- [SPARK-33670] [SQL] Verify the partition provider is Hive in v1 SHOW TABLE EXTENDED
- [SPARK-33788] [SQL][3.1][2.4] Throw NoSuchPartitionsException from HiveExternalCatalog.dropPartitions()
- [SPARK-33819] [CORE] SingleFileEventLogFileReader/RollingEventLogFilesFileReader should be
package private - [SPARK-33742] [SQL] Throw PartitionsAlreadyExistException from HiveExternalCatalog.createPartitions()
- [SPARK-32110] [SQL] normalize special floating numbers in HyperLogLog++
- [SPARK-33071] [SPARK-33536] [SQL] Do not change Alias constructor to not break snowflake connector
- [SPARK-32680] [SQL] Don't Preprocess V2 CTAS with Unresolved Query
- [SPARK-33520] [ML][PYSPARK] Cherry-pick: make CrossValidator/TrainValidateSplit/OneVsRest Reader/Writer support Python backend estimator/evaluator
- [SPARK-33592] [ML][PYTHON]Pyspark ML Validator params in estimatorParamMaps may be lost after saving and reloading
- [SPARK-33667] [SQL] Respect the
spark.sql.caseSensitiveconfig while resolving partition spec in v1SHOW PARTITIONS - [SPARK-33141] [SQL] Capture SQL configs when creating permanent views
- [SPARK-33636] [PYTHON][ML] Add labelsArray to PySpark StringIndexer
- [SPARK-33629] [PYTHON]Make spark.buffer.size configuration visible on driver side
- [SPARK-33389] [SQL] Make internal classes of SparkSession always using active SQLConf
- [SPARK-33071] [SPARK-33536] [SQL] Avoid changing dataset_id of LogicalPlan in join() to not break DetectAmbiguousSelfJoin
- [SPARK-33551] [SQL] Do not use custom shuffle reader for repartition
- [SPARK-33432] [SQL] SQL parser should use active SQLConf
- [SPARK-33588] [SQL] Respect the
spark.sql.caseSensitiveconfig while resolving partition spec in v1SHOW TABLE EXTENDED - [SPARK-33440] [CORE] Use current timestamp with warning log in HadoopFSDelegationTokenProvider when the issue date for token is not set up properly
- [SPARK-33494] [SQL][AQE] Do not use local shuffle reader for repartition
Maintenance updates
See Databricks Runtime 7.6 maintenance updates.
System environment
- Operating System: Ubuntu 18.04.5 LTS
- Java: Zulu 8.50.0.51-CA-linux64 (build 1.8.0_275-b01)
- Scala: 2.12.10
- Python: 3.7.5
- R: R version 3.6.3 (2020-02-29)
- Delta Lake 0.7.0
Installed Python libraries
| Library | Version | Library | Version | Library | Version |
|---|---|---|---|---|---|
| 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 | cryptography | 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 | requests | 2.22.0 | s3transfer | 0.3.3 |
| scikit-learn | 0.22.1 | scipy | 1.4.1 | seaborn | 0.10.0 |
| setuptools | 45.2.0 | six | 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 |
Installed R libraries
R libraries are installed from the Microsoft CRAN snapshot on 2020-11-02.
| Library | Version | Library | Version | Library | Version |
|---|---|---|---|---|---|
| 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 |
| boot | 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 |
| evaluate | 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 | Matrix | 1.2-18 | memoise | 1.1.0 |
| methods | 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 | progress | 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 | tools | 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 |
Installed Java and Scala libraries (Scala 2.12 cluster version)
| Group ID | Artifact ID | Version |
|---|---|---|
| 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 | 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 | collector | 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 | velocity | 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 |