Databricks Runtime 13.2

The following release notes provide information about Databricks Runtime 13.2, powered by Apache Spark 3.4.0.

Databricks released these images in July 2023.

New features and improvements

Changelog checkpointing for RocksDB state store

You can enable changelog checkpointing to lower checkpoint duration and end-to-end latency for stateful Structured Streaming workloads. Databricks recommends enabling changelog checkpointing for all Structured Streaming stateful queries. See Enable changelog checkpointing.

Enhanced reliability for VACUUM with shallow clone in Unity Catalog.

When you use Unity Catalog managed tables for the source and target of a shallow clone operation, Unity Catalog manages the underlying data files to improve reliability for the source and target of the clone operation. Running VACUUM on the source of a shallow clone does not break the cloned table. See Vacuum and Unity Catalog shallow clones.

Support for Python UDFs in SQL

You can now declare user-defined functions using Python within SQL CREATE FUNCTION statements in Unity Catalog. See User-defined functions (UDFs) in Unity Catalog.

Delta Lake UniForm for Iceberg is in public preview

Delta Lake Universal Format (UniForm) allows you to read Delta tables with Iceberg clients. See Universal Format (UniForm) for Iceberg compatibility with Delta tables.

Delta Lake liquid clustering is in public preview

Delta Lake liquid clustering replaces table partitioning and ZORDER to simplify data layout decisions and optimize query performance. See Use liquid clustering for Delta tables.

Archival support in Databricks

Archival support in Databricks introduces a collection of capabilities that enable you to use cloud-based lifecycle policies on cloud object storage containing Delta tables to move files to archival storage tiers. See Archival support in Databricks.

IDENTIFIER clause support

Use IDENTIFIER(:mytable) to safely parameterize table, column, function, and schema names in many SQL statements.

Unity Catalog support for Python and Pandas User-Defined Functions (UDFs)

On Databricks Runtime 13.2 and above, user-defined functions (UDFs) written in Python are supported on clusters that use shared access mode in a Unity Catalog-enabled workspace. This includes Python and Pandas UDFs. For details about Python UDFs, see User-defined scalar functions - Python.

Share schemas using Delta Sharing

Databricks Runtime 13.2 adds the ability to use ALTER SHARE <share-name> ADD SCHEMA <schema-name> to share an entire schema using Delta Sharing, giving the recipient access to all of the tables and views in the schema at the moment you share it, along with any tables and views that are added to the schema in the future. See Add schemas to a share and ALTER SHARE.

Bug fixes

  • Fixed a bug with the JSON reader, where records were parsed in PERMISSIVE mode if failOnUnknownFieldsmode was enabled. Records are now dropped in DROPMALFORMEDparser mode or are written out to the badRecordsPath, if any of these options are set. FAILFAST throws an error if a column type doesn’t match.

Library upgrades

  • Upgraded Python libraries:

    • nodeenv from 1.7.0 to 1.8.0

  • Upgraded Java libraries:

    • io.delta.delta-sharing-spark_2.12 from 0.6.7 to 0.7.0

Apache Spark

Databricks Runtime 13.2 includes Apache Spark 3.4.0. This release includes all Spark fixes and improvements included in Databricks Runtime 13.1, as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-42750] [SC-133452][DBRRM-273] Support Insert By Name statement

  • [SPARK-43133] [SC-133728] Scala Client DataStreamWriter Foreach support

  • [SPARK-43663] [SC-134135][CONNECT][PS] Enable SeriesParityTests.test_compare

  • [SPARK-43684] [SC-134162][SPARK-43685][SPARK-43686][SPARK-43691][CONNECT][PS] Fix (NullOps|NumOps).(eq|ne) for Spark Connect.

  • [SPARK-44021] [SC-134109][SQL] Add spark.sql.files.maxPartitionNum

  • [SPARK-43910] [SC-132936][SQL] Strip __auto_generated_subquery_name from ids in errors

  • [SPARK-43976] [SC-133375][CORE] Handle the case where modifiedConfigs doesn’t exist in event logs

  • [SPARK-32559] [SC-133992][SQL] Fix the trim logic did’t handle ASCII control characters correctly

  • [SPARK-43421] [SC-132930][SS] Implement Changelog based Checkpointing for RocksDB State Store Provider

  • [SPARK-43594] [SC-133851][SQL] Add LocalDateTime to anyToMicros

  • [SPARK-43884] [SC-133867] Param markers in DDL

  • [SPARK-43398] [SC-133894][CORE] Executor timeout should be max of idle shuffle and rdd timeout

  • [SPARK-43610] [SC-133892][CONNECT][PS] Enable InternalFrame.attach_distributed_column in Spark Connect.

  • [SPARK-43971] [SC-133826][CONNECT][PYTHON] Support Python’s createDataFrame in streaming manner

  • [SPARK-44006] [SC-133652][CONNECT][PYTHON] Support cache artifacts

  • [SPARK-43790] [SC-133468][PYTHON][CONNECT][ML] Add copyFromLocalToFs API

  • [SPARK-43921] [SC-133461][PROTOBUF] Generate Protobuf descriptor files at build time

  • [SPARK-43906] [SC-133638][SC-133404][PYTHON][CONNECT] Implement the file support in SparkSession.addArtifacts

  • [SPARK-44010] [SC-133744][PYTHON][SS][MINOR] Python StreamingQueryProgress rowsPerSecond type fix

  • [SPARK-43768] [SC-132398][PYTHON][CONNECT] Python dependency management support in Python Spark Connect

  • [SPARK-43979] [13.X] Revert “[SC-133456][SQL] CollectedMetrics should be treated as the same one for self-join”

  • [SPARK-42290] [SC-133696][SQL] Fix the OOM error can’t be reported when AQE on

  • [SPARK-43943] [SC-133648][SQL][PYTHON][CONNECT] Add SQL math functions to Scala and Python

  • [SPARK-43747] [SC-132047][PYTHON][CONNECT] Implement the pyfile support in SparkSession.addArtifacts

  • [SPARK-43700] [SC-133726][SPARK-43701][CONNECT][PS] Enable TimedeltaOps.(sub|rsub) with Spark Connect

  • [SPARK-43712] [SC-133641][SPARK-43713][CONNECT][PS] Enable parity test: test_line_plot, test_pie_plot.

  • [SPARK-43867] [SC-132895][SQL] Improve suggested candidates for unresolved attribute

  • [SPARK-43901] [SC-133454][SQL] Avro to Support custom decimal type backed by Long

  • [SPARK-43267] [SC-133024][JDBC] Handle postgres unknown user-defined column as string in array

  • [SPARK-43935] [SC-133637][SQL][PYTHON][CONNECT] Add xpath_* functions to Scala and Python

  • [SPARK-43916] [SC-133647][SQL][PYTHON][CONNECT] Add percentile to Scala and Python API

  • [SPARK-43717] [SC-133455][CONNECT] Scala client reduce agg cannot handle null partitions for scala primitive inputs

  • [SPARK-43984] [SC-133469][SQL][PROTOBUF] Change to use foreach when map doesn’t produce results

  • [SPARK-43612] [SC-132011][CONNECT][PYTHON] Implement SparkSession.addArtifact(s) in Python client

  • [SPARK-44002] [SC-133606][CONNECT] Fix the artifact statuses handler

  • [SPARK-43933] [SC-133470][SQL][PYTHON][CONNECT] Add linear regression aggregate functions to Scala and Python

  • [SPARK-43920] [SC-133614][SQL][CONNECT] Create sql/api module

  • [SPARK-43979] [SC-133456][SQL] CollectedMetrics should be treated as the same one for self-join

  • [SPARK-43977] [SC-133373][CONNECT] Fix unexpected check result of dev/connect-jvm-client-mima-check

  • [SPARK-43985] [SC-133412][PROTOBUF] spark protobuf: fix enums as ints bug

  • [SPARK-43930] [SC-133406][SQL][PYTHON][CONNECT] Add unix_* functions to Scala and Python

  • [SPARK-43807] [SC-132545][SQL] Migrate LEGACYERROR_TEMP_1269 to PARTITION_SCHEMA_IS_EMPTY

  • [SPARK-43956] [SC-133123][SQL] Fix the bug doesn’t display column’s sql for Percentile[Cont|Disc]

  • [SPARK-42626] [SC-133248][CONNECT] Add Destructive Iterator for SparkResult

  • [SPARK-43333] [SC-132898][SQL] Allow Avro to convert union type to SQL with field name stable with type

  • [SPARK-43953] [SC-133134][CONNECT] Remove pass

  • [SPARK-43970] [SC-133403][PYTHON][CONNECT] Hide unsupported dataframe methods from auto-completion

  • [SPARK-43973] [SC-133272][SS][UI] Structured Streaming UI should display failed queries correctly

  • [SPARK-42577] [SC-125445][CORE] Add max attempts limitation for stages to avoid potential infinite retry

  • [SPARK-43841] [SC-132699][SQL] Handle candidate attributes with no prefix in StringUtils#orderSuggestedIdentifiersBySimilarity

  • [SPARK-41497] [SC-124795][CORE][Follow UP]Modify config spark.rdd.cache.visibilityTracking.enabled support version to 3.5.0

  • [SPARK-37942] [SC-130983][CORE][SQL] Migrate error classes

  • [SPARK-43898] [SC-132926][CORE] Automatically register immutable.ArraySeq$ofRef to KryoSerializer for Scala 2.13

  • [SPARK-43775] [SC-132891][SQL] DataSource V2: Allow representing updates as deletes and inserts

  • [SPARK-43817] [SC-132662][SPARK-43702][PYTHON] Support UserDefinedType in createDataFrame from pandas DataFrame and toPandas

  • [SPARK-43418] [SC-132753][SC-130685][CONNECT] Add SparkSession.Builder.getOrCreate

  • [SPARK-43549] [SC-132383][SQL] Convert LEGACYERROR_TEMP_0036 to INVALID_SQL_SYNTAX.ANALYZE_TABLE_UNEXPECTED_NOSCAN

  • [SPARK-41497] [SC-124644][CORE] Fixing accumulator undercount in the case of the retry task with rdd cache

  • [SPARK-43892] [SC-133006][PYTHON] Add autocomplete support for df[|] in pyspark.sql.dataframe.DataFrame

  • [SPARK-43881] [SC-133140][SQL][PYTHON][CONNECT] Add optional pattern for Catalog.listDatabases

  • [SPARK-43205] [SC-132623] IDENTIFIER clause

  • [SPARK-43545] [SC-132378][SQL][PYTHON] Support nested timestamp type

  • [SPARK-43949] [SC-133048][PYTHON] Upgrade cloudpickle to 2.2.1

  • [SPARK-43760] [SC-132809][SQL] Nullability of scalar subquery results

  • [SPARK-43696] [SC-132737][SPARK-43697][SPARK-43698][SPARK-43699][PS] Fix TimedeltaOps for Spark Connect

  • [SPARK-43895] [SC-132897][CONNECT][GO] Prepare the go package path

  • [SPARK-43894] [SC-132892][PYTHON] Fix bug in df.cache()

  • [SPARK-43509] [SC-131625][CONNECT] Support Creating multiple Spark Connect sessions

  • [SPARK-43882] [SC-132888][SQL] Assign name to LEGACYERROR_TEMP_2122

  • [SPARK-43687] [SC-132747][SPARK-43688][SPARK-43689][SPARK-43690][PS] Fix NumOps for Spark Connect

  • [SPARK-43604] [SC-132165][SQL] Refactor INVALID_SQL_SYNTAX for avoiding to embed error’s text in source code

  • [SPARK-43859] [SC-132883][SQL] Override toString in LateralColumnAliasReference

  • [SPARK-43792] [SC-132939][SQL][PYTHON][CONNECT] Add optional pattern for Catalog.listCatalogs

  • [SPARK-43353] Revert “[SC-132734][PYTHON] Migrate remaining session errors into error class”

  • [SPARK-43375] [SC-130309][CONNECT] Improve the error messages for INVALID_CONNECT_URL

  • [SPARK-43863] [SC-132721][CONNECT] Remove redundant toSeq from SparkConnectPlanner for Scala 2.13

  • [SPARK-43676] [SC-132708][SPARK-43677][SPARK-43678][SPARK-43679][PS] Fix DatetimeOps for Spark Connect

  • [SPARK-43666] [SC-132689][SPARK-43667][SPARK-43668][SPARK-43669][PS] Fix BinaryOps for Spark Connect

  • [SPARK-43680] [SC-132709][SPARK-43681][SPARK-43682][SPARK-43683][PS] Fix NullOps for Spark Connect

  • [SPARK-43782] [SC-132885][CORE] Support log level configuration with static Spark conf

  • [SPARK-43132] [SC-131623] [SS] [CONNECT] Python Client DataStreamWriter foreach() API

  • [SPARK-43290] [SC-131961][SQL] Adds AES IV and AAD support to ExpressionImplUtils

  • [SPARK-43795] [SC-132532][CONNECT] Remove parameters not used for SparkConnectPlanner

  • [SPARK-42317] [SC-129194][SQL] Assign name to LEGACYERROR_TEMP_2247: CANNOT_MERGE_SCHEMAS

  • [SPARK-43597] [SC-131960][SQL] Assign a name to the error class LEGACYERROR_TEMP_0017

  • [SPARK-43834] [SC-132679][SQL] Use error classes in the compilation errors of ResolveDefaultColumns

  • [SPARK-43749] [SC-132423][SPARK-43750][SQL] Assign names to the error class LEGACYERROR_TEMP_240[4-5]

  • [SPARK-43576] [SC-132533][CORE] Remove unused declarations from Core module

  • [SPARK-43314] [SC-129970][CONNECT][PYTHON] Migrate Spark Connect client errors into error class

  • [SPARK-43799] [SC-132715][PYTHON] Add descriptor binary option to Pyspark Protobuf API

  • [SPARK-43837] [SC-132678][SQL] Assign a name to the error class LEGACYERROR_TEMP_103[1-2]

  • [SPARK-43862] [SC-132750][SQL] Assign a name to the error class LEGACYERROR_TEMP_(1254 & 1315)

  • [SPARK-43886] [SC-132808][PYTHON] Accept generics tuple as typing hints of Pandas UDF

  • [SPARK-43530] [SC-132653][PROTOBUF] Read descriptor file only once

  • [SPARK-43820] [SC-132676][SPARK-43822][SPARK-43823][SPARK-43826][SPARK-43827] Assign names to the error class LEGACYERROR_TEMP_241[1-7]

  • [SPARK-43671] [SC-132519][SPARK-43672][SPARK-43673][SPARK-43674][PS] Fix CategoricalOps for Spark Connect

  • [SPARK-39979] [SC-132685][SQL] Add option to use large variable width vectors for arrow UDF operations

  • [SPARK-43692] [SC-132660][SPARK-43693][SPARK-43694][SPARK-43695][PS] Fix StringOps for Spark Connect

  • [SPARK-43353] [SC-132734][PYTHON] Migrate remaining session errors into error class

  • [SPARK-43815] [SC-132781][SQL] Add to_varchar alias for to_char

  • [SPARK-43543] [13.x][SC-131839][PYTHON] Fix nested MapType behavior in Pandas UDF

  • [SPARK-43361] [SC-131789][PROTOBUF] update documentation for errors related to enum serialization

  • [SPARK-43740] [SC-132035][PYTHON][CONNECT] Hide unsupported session methods from auto-completion

  • [SPARK-43022] [SC-131681][CONNECT] Support protobuf functions for Scala client

  • [SPARK-43304] [13.x][SC-129969][CONNECT][PYTHON] Migrate NotImplementedError into PySparkNotImplementedError

  • [SPARK-43860] [SC-132713][SQL] Enable tail-recursion wherever possible

  • [SPARK-42421] [SC-132695][CORE] Use the utils to get the switch for dynamic allocation used in local checkpoint

  • [SPARK-43590] [SC-132012][CONNECT] Make connect-jvm-client-mima-check to support mima check with protobuf module

  • [SPARK-43315] [13.x][CONNECT][PYTHON][SS] Migrate remaining errors from DataFrame(Reader|Writer) into error class

  • [SPARK-43361] [SC-130980][PROTOBUF] spark-protobuf: allow serde with enum as ints

  • [SPARK-43789] [SC-132397][R] Uses ‘spark.sql.execution.arrow.maxRecordsPerBatch’ in R createDataFrame with Arrow by default

  • [SPARK-43596] [SC-126994][SQL] Handle IsNull predicate in rewriteDomainJoins

  • [SPARK-42249] [SC-122565][SQL] Refining html link for documentation in error messages.

  • [SPARK-43128] [SC-131628][CONNECT][SS] Make recentProgress and lastProgress return StreamingQueryProgress consistent with the native Scala Api

  • [SPARK-43387] [SC-130448][SQL] Provide a human readable error code for LEGACYERROR_TEMP_1168.

  • [SPARK-43334] [SC-132358] [UI] Fix error while serializing ExecutorPeakMetricsDistributions into API response

  • [SPARK-42958] [SC-131475][CONNECT] Refactor connect-jvm-client-mima-check to support mima check with avro module

  • [SPARK-43591] [SC-131977][SQL] Assign a name to the error class LEGACYERROR_TEMP_0013

  • [SPARK-38464] [SC-132211][CORE] Use error classes in org.apache.spark.io

  • [SPARK-43759] [SC-132189][SQL][PYTHON] Expose TimestampNTZType in pyspark.sql.types

  • [SPARK-43649] [SC-132036][SPARK-43650][SPARK-43651][SQL] Assign names to the error class LEGACYERROR_TEMP_240[1-3]

  • [SPARK-43719] [SC-132016][WEBUI] Handle missing row.excludedInStages field

  • [SPARK-42956] [SC-127257][CONNECT] Support avro functions for Scala client

  • [SPARK-43487] [SC-131975][SQL] Fix Nested CTE error message

  • [SPARK-43265] [SC-129653] Move Error framework to a common utils module

  • [SPARK-40912] [SC-131547][CORE]Overhead of Exceptions in KryoDeserializationStream

  • [SPARK-43583] [SC-131976][CORE] get MergedBlockedMetaReqHandler from the delegate instead of the SaslRpcHandler instance

  • [SPARK-42996] [SC-131997][CONNECT][PS][ML] Create & assign proper JIRA tickets for all failing tests.

  • [SPARK-38469] [SC-131425][CORE] Use error class in org.apache.spark.network

  • [SPARK-43718] [SC-132014][SQL] Set nullable correctly for keys in USING joins

  • [SPARK-43502] [SC-131419][PYTHON][CONNECT] DataFrame.drop should accept empty column

  • [SPARK-43743] [SC-132038][SQL] Port HIVE-12188(DoAs does not work properly in non-kerberos secured HS2)

  • [SPARK-43598] [SC-131929][SQL] Assign a name to the error class LEGACYERROR_TEMP_2400

  • [SPARK-43138] [SC-131031][CORE] Fix ClassNotFoundException during migration

  • [SPARK-43360] [SC-131526][SS][CONNECT] Scala client StreamingQueryManager

  • [SPARK-38467] [SC-131025][CORE] Use error classes in org.apache.spark.memory

  • [SPARK-43345] [SC-131790][SPARK-43346][SQL] Rename the error classes LEGACYERROR_TEMP_[0041|1206]

  • [SPARK-42815] [SC-126450][SQL] Subexpression elimination support shortcut expression

  • [SPARK-38462] [SC-130449][CORE] Add error class INTERNAL_ERROR_EXECUTOR

  • [SPARK-43589] [SC-131798][SQL] Fix cannotBroadcastTableOverMaxTableBytesError to use bytesToString

  • [SPARK-43539] [SC-131830][SQL] Assign a name to the error class LEGACYERROR_TEMP_0003

  • [SPARK-43157] [SC-131688][SQL] Clone InMemoryRelation cached plan to prevent cloned plan from referencing same objects

  • [SPARK-43309] [SC-129746][SPARK-38461][CORE] Extend INTERNAL_ERROR with categories and add error class INTERNAL_ERROR_BROADCAST

  • [SPARK-43281] [SC-131370][SQL] Fix concurrent writer does not update file metrics

  • [SPARK-43383] [SC-130660][SQL] Add rowCount statistics to LocalRelation

  • [SPARK-43574] [SC-131739][PYTHON][SQL] Support to set Python executable for UDF and pandas function APIs in workers during runtime

  • [SPARK-43569] [SC-131694][SQL] Remove workaround for HADOOP-14067

  • [SPARK-43183] [SC-128938][SS][13.x] Introduce a new callback “onQueryIdle” to StreamingQueryListener

  • [SPARK-43528] [SC-131531][SQL][PYTHON] Support duplicated field names in createDataFrame with pandas DataFrame

  • [SPARK-43548] [SC-131686][SS] Remove workaround for HADOOP-16255

  • [SPARK-43494] [SC-131272][CORE] Directly call replicate() for HdfsDataOutputStreamBuilder instead of reflection in SparkHadoopUtil#createFile

  • [SPARK-43471] [SC-131063][CORE] Handle missing hadoopProperties and metricsProperties

  • [SPARK-42899] [SC-126456][SQL] Fix DataFrame.to(schema) to handle the case where there is a non-nullable nested field in a nullable field

  • [SPARK-43302] [SC-129747][SQL] Make Python UDAF an AggregateFunction

  • [SPARK-43223] [SC-131270][Connect] Typed agg, reduce functions, RelationalGroupedDataset#as

  • [SPARK-43482] [SC-131375][SS] Expand QueryTerminatedEvent to contain error class if it exists in exception

  • [SPARK-43359] [SC-131463][SQL] Delete from Hive table should throw “UNSUPPORTED_FEATURE.TABLE_OPERATION”

  • [SPARK-43284] [SC-130313] Switch back to url-encoded strings

  • [SPARK-43492] [SC-131227][SQL] Add 3-args function aliases DATE_ADD and DATE_DIFF

  • [SPARK-43473] [SC-131372][PYTHON] Support struct type in createDataFrame from pandas DataFrame

  • [SPARK-43386] [SC-131110][SQL] Improve list of suggested column/attributes in UNRESOLVED_COLUMN.WITH_SUGGESTION error class

  • [SPARK-43443] [SC-131332][SQL] Add benchmark for Timestamp type inference when use invalid value

  • [SPARK-43518] [SC-131420][SQL] Convert _LEGACY_ERROR_TEMP_2029 to INTERNAL_ERROR

  • [SPARK-42604] [SC-130648][CONNECT] Implement functions.typedlit

  • [SPARK-42323] [ES-669513] Revert “[SC-123479][SQL] Assign name to _LEGACY_ERROR_TEMP_2332

  • [SPARK-43357] [SC-130649][SQL] Filter date type quote date

  • [SPARK-43410] [SC-130526][SQL] Improve vectorized loop for Packed skipValues

  • [SPARK-43441] [SC-130995][CORE] makeDotNode should not fail when DeterministicLevel is absent

  • [SPARK-43324] [SC-130455][SQL] Handle UPDATE commands for delta-based sources

  • [SPARK-43272] [SC-131168][CORE] Directly call createFile instead of reflection

  • [SPARK-43296] [13.x][SC-130627][CONNECT][PYTHON] Migrate Spark Connect session errors into error class

  • [SPARK-43405] [SC-130987][SQL] Remove useless getRowFormatSQL, inputRowFormatSQL, outputRowFormatSQL method

  • [SPARK-43447] [SC-131017][R] Support R 4.3.0

  • [SPARK-43425] [SC-130981][SQL] Add TimestampNTZType to ColumnarBatchRow

  • [SPARK-41532] [SC-130523][CONNECT][CLIENT] Add check for operations that involve multiple data frames

  • [SPARK-43262] [SC-129270][CONNECT][SS][PYTHON] Migrate Spark Connect Structured Streaming errors into error class

  • [SPARK-42992] [13.x][SC-129465][PYTHON] Introduce PySparkRuntimeError

  • [SPARK-43422] [SC-130982][SQL] Keep tags on LogicalRelation with metadata output

  • [SPARK-43390] [SC-130646][SQL] DSv2 allows CTAS/RTAS to reserve schema nullability

  • [SPARK-43430] [SC-130989][CONNECT][PROTO] ExecutePlanRequest supports arbitrary request options.

  • [SPARK-43313] [SC-130254][SQL] Adding missing column DEFAULT values for MERGE INSERT actions

  • [SPARK-42842] [SC-130438][SQL] Merge the error class LEGACYERROR_TEMP_2006 into REGEX_GROUP_INDEX

  • [SPARK-43377] [SC-130405][SQL] Enable spark.sql.thriftServer.interruptOnCancel by default

  • [SPARK-43292] [SC-130525][CORE][CONNECT] Move ExecutorClassLoader to core module and simplify Executor#addReplClassLoaderIfNeeded

  • [SPARK-43040] [SC-130310][SQL] Improve TimestampNTZ type support in JDBC data source

  • [SPARK-43343] [SC-130629][SS] FileStreamSource should disable an extra file glob check when creating DataSource

  • [SPARK-43312] [SC-130294][PROTOBUF] Option to convert Any fields into JSON

  • [SPARK-43404] [SC-130586][SS] Skip reusing sst file for same version of RocksDB state store to avoid id mismatch error

  • [SPARK-43397] [SC-130614][CORE] Log executor decommission duration in executorLost method

  • [SPARK-42388] [SC-128568][SQL] Avoid parquet footer reads twice in vectorized reader

  • [SPARK-43306] [13.x][SC-130320][PYTHON] Migrate ValueError from Spark SQL types into error class

  • [SPARK-43337] [SC-130353][UI][3.4] Asc/desc arrow icons for sorting column does not get displayed in the table column

  • [SPARK-43279] [SC-130351][CORE] Cleanup unused members from SparkHadoopUtil

  • [SPARK-43250] [SC-130147][SQL] Replace the error class _LEGACY_ERROR_TEMP_2014 with an internal error

  • [SPARK-43363] [SC-130299][SQL][PYTHON] Make to call astype to the category type only when the arrow type is not provided

  • [SPARK-43261] [SC-130154][PYTHON] Migrate TypeError from Spark SQL types into error class

  • [SPARK-41971] [SC-130230][SQL][PYTHON] Add a config for pandas conversion how to handle struct types

  • [SPARK-43381] [SC-130464][CONNECT] Make ‘transformStatCov’ lazy

  • [SPARK-43362] [SC-130481][SQL] Special handling of JSON type for MySQL connector

  • [SPARK-42843] [SC-130196][SQL] Update the error class LEGACYERROR_TEMP_2007 to REGEX_GROUP_INDEX

  • [SPARK-42585] [SC-129968][CONNECT] Streaming of local relations

  • [SPARK-43181] [SC-130476][SQL] Show UI WebURL in spark-sql shell

  • [SPARK-43051] [SC-130194][CONNECT] Add option to emit default values

  • [SPARK-43204] [SC-129296][SQL] Align MERGE assignments with table attributes

  • [SPARK-43348] [SC-130082][PYTHON] Support Python 3.8 in PyPy3

  • [SPARK-42845] [SC-130078][SQL] Update the error class LEGACYERROR_TEMP_2010 to InternalError

  • [SPARK-43211] [SC-128978][HIVE] Remove Hadoop2 support in IsolatedClientLoader

System environment

  • Operating System: Ubuntu 22.04.2 LTS

  • Java: Zulu 8.70.0.23-CA-linux64

  • Scala: 2.12.15

  • Python: 3.10.12

  • R: 4.2.2

  • Delta Lake: 2.4.0

Installed Python libraries

========================  ========================  ========================  ========================  ========================  ========================
Library                   Version                   Library                   Version                   Library                   Version
========================  ========================  ========================  ========================  ========================  ========================
appdirs                   1.4.4                     argon2-cffi               21.3.0                    argon2-cffi-bindings      21.2.0
asttokens                 2.2.1                     attrs                     21.4.0                    backcall                  0.2.0
beautifulsoup4            4.11.1                    black                     22.6.0                    bleach                    4.1.0
blinker                   1.4                       boto3                     1.24.28                   botocore                  1.27.28
certifi                   2022.9.14                 cffi                      1.15.1                    chardet                   4.0.0
charset-normalizer        2.0.4                     click                     8.0.4                     cryptography              37.0.1
cycler                    0.11.0                    Cython                    0.29.32                   databricks-sdk            0.1.6
dbus-python               1.2.18                    debugpy                   1.5.1                     decorator                 5.1.1
defusedxml                0.7.1                     distlib                   0.3.6                     docstring-to-markdown     0.12
entrypoints               0.4                       executing                 1.2.0                     facets-overview           1.0.3
fastjsonschema            2.16.3                    filelock                  3.12.0                    fonttools                 4.25.0
googleapis-common-protos  1.56.4                    grpcio                    1.48.1                    grpcio-status             1.48.1
httplib2                  0.20.2                    idna                      3.3                       importlib-metadata        4.6.4
ipykernel                 6.17.1                    ipython                   8.10.0                    ipython-genutils          0.2.0
ipywidgets                7.7.2                     jedi                      0.18.1                    jeepney                   0.7.1
Jinja2                    2.11.3                    jmespath                  0.10.0                    joblib                    1.2.0
jsonschema                4.16.0                    jupyter-client            7.3.4                     jupyter_core              4.11.2
jupyterlab-pygments       0.1.2                     jupyterlab-widgets        1.0.0                     keyring                   23.5.0
kiwisolver                1.4.2                     launchpadlib              1.10.16                   lazr.restfulclient        0.14.4
lazr.uri                  1.0.6                     MarkupSafe                2.0.1                     matplotlib                3.5.2
matplotlib-inline         0.1.6                     mccabe                    0.7.0                     mistune                   0.8.4
more-itertools            8.10.0                    mypy-extensions           0.4.3                     nbclient                  0.5.13
nbconvert                 6.4.4                     nbformat                  5.5.0                     nest-asyncio              1.5.5
nodeenv                   1.8.0                     notebook                  6.4.12                    numpy                     1.21.5
oauthlib                  3.2.0                     packaging                 21.3                      pandas                    1.4.4
pandocfilters             1.5.0                     parso                     0.8.3                     pathspec                  0.9.0
patsy                     0.5.2                     pexpect                   4.8.0                     pickleshare               0.7.5
Pillow                    9.2.0                     pip                       22.2.2                    platformdirs              2.5.2
plotly                    5.9.0                     pluggy                    1.0.0                     prometheus-client         0.14.1
prompt-toolkit            3.0.36                    protobuf                  3.19.4                    psutil                    5.9.0
psycopg2                  2.9.3                     ptyprocess                0.7.0                     pure-eval                 0.2.2
pyarrow                   8.0.0                     pycparser                 2.21                      pydantic                  1.10.6
pyflakes                  3.0.1                     Pygments                  2.11.2                    PyGObject                 3.42.1
PyJWT                     2.3.0                     pyodbc                    4.0.32                    pyparsing                 3.0.9
pyright                   1.1.294                   pyrsistent                0.18.0                    python-dateutil           2.8.2
python-lsp-jsonrpc        1.0.0                     python-lsp-server         1.7.1                     pytoolconfig              1.2.2
pytz                      2022.1                    pyzmq                     23.2.0                    requests                  2.28.1
rope                      1.7.0                     s3transfer                0.6.0                     scikit-learn              1.1.1
scipy                     1.9.1                     seaborn                   0.11.2                    SecretStorage             3.3.1
Send2Trash                1.8.0                     setuptools                63.4.1                    six                       1.16.0
soupsieve                 2.3.1                     ssh-import-id             5.11                      stack-data                0.6.2
statsmodels               0.13.2                    tenacity                  8.1.0                     terminado                 0.13.1
testpath                  0.6.0                     threadpoolctl             2.2.0                     tokenize-rt               4.2.1
tomli                     2.0.1                     tornado                   6.1                       traitlets                 5.1.1
typing_extensions         4.3.0                     ujson                     5.4.0                     unattended-upgrades       0.1
urllib3                   1.26.11                   virtualenv                20.16.3                   wadllib                   1.3.6
wcwidth                   0.2.5                     webencodings              0.5.1                     whatthepatch              1.0.2
wheel                     0.37.1                    widgetsnbextension        3.6.1                     yapf                      0.31.0
zipp                      1.0.0
========================  ========================  ========================  ========================  ========================  ========================

Installed R libraries

R libraries are installed from the Microsoft CRAN snapshot on 2023-02-10.

=============  =============  =============  =============  =============  =============
Library        Version        Library        Version        Library        Version
=============  =============  =============  =============  =============  =============
arrow          10.0.1         askpass        1.1            assertthat     0.2.1
backports      1.4.1          base           4.2.2          base64enc      0.1-3
bit            4.0.5          bit64          4.0.5          blob           1.2.3
boot           1.3-28         brew           1.0-8          brio           1.1.3
broom          1.0.3          bslib          0.4.2          cachem         1.0.6
callr          3.7.3          caret          6.0-93         cellranger     1.1.0
chron          2.3-59         class          7.3-21         cli            3.6.0
clipr          0.8.0          clock          0.6.1          cluster        2.1.4
codetools      0.2-19         colorspace     2.1-0          commonmark     1.8.1
compiler       4.2.2          config         0.3.1          cpp11          0.4.3
crayon         1.5.2          credentials    1.3.2          curl           5.0.0
data.table     1.14.6         datasets       4.2.2          DBI            1.1.3
dbplyr         2.3.0          desc           1.4.2          devtools       2.4.5
diffobj        0.3.5          digest         0.6.31         downlit        0.4.2
dplyr          1.1.0          dtplyr         1.2.2          e1071          1.7-13
ellipsis       0.3.2          evaluate       0.20           fansi          1.0.4
farver         2.1.1          fastmap        1.1.0          fontawesome    0.5.0
forcats        1.0.0          foreach        1.5.2          foreign        0.8-82
forge          0.2.0          fs             1.6.1          future         1.31.0
future.apply   1.10.0         gargle         1.3.0          generics       0.1.3
gert           1.9.2          ggplot2        3.4.0          gh             1.3.1
gitcreds       0.1.2          glmnet         4.1-6          globals        0.16.2
glue           1.6.2          googledrive    2.0.0          googlesheets4  1.0.1
gower          1.0.1          graphics       4.2.2          grDevices      4.2.2
grid           4.2.2          gridExtra      2.3            gsubfn         0.7
gtable         0.3.1          hardhat        1.2.0          haven          2.5.1
highr          0.10           hms            1.1.2          htmltools      0.5.4
htmlwidgets    1.6.1          httpuv         1.6.8          httr           1.4.4
ids            1.0.1          ini            0.3.1          ipred          0.9-13
isoband        0.2.7          iterators      1.0.14         jquerylib      0.1.4
jsonlite       1.8.4          KernSmooth     2.23-20        knitr          1.42
labeling       0.4.2          later          1.3.0          lattice        0.20-45
lava           1.7.1          lifecycle      1.0.3          listenv        0.9.0
lubridate      1.9.1          magrittr       2.0.3          markdown       1.5
MASS           7.3-58.2       Matrix         1.5-1          memoise        2.0.1
methods        4.2.2          mgcv           1.8-41         mime           0.12
miniUI         0.1.1.1        ModelMetrics   1.2.2.2        modelr         0.1.10
munsell        0.5.0          nlme           3.1-162        nnet           7.3-18
numDeriv       2016.8-1.1     openssl        2.0.5          parallel       4.2.2
parallelly     1.34.0         pillar         1.8.1          pkgbuild       1.4.0
pkgconfig      2.0.3          pkgdown        2.0.7          pkgload        1.3.2
plogr          0.2.0          plyr           1.8.8          praise         1.0.0
prettyunits    1.1.1          pROC           1.18.0         processx       3.8.0
prodlim        2019.11.13     profvis        0.3.7          progress       1.2.2
progressr      0.13.0         promises       1.2.0.1        proto          1.0.0
proxy          0.4-27         ps             1.7.2          purrr          1.0.1
r2d3           0.2.6          R6             2.5.1          ragg           1.2.5
randomForest   4.7-1.1        rappdirs       0.3.3          rcmdcheck      1.4.0
RColorBrewer   1.1-3          Rcpp           1.0.10         RcppEigen      0.3.3.9.3
readr          2.1.3          readxl         1.4.2          recipes        1.0.4
rematch        1.0.1          rematch2       2.1.2          remotes        2.4.2
reprex         2.0.2          reshape2       1.4.4          rlang          1.0.6
rmarkdown      2.20           RODBC          1.3-20         roxygen2       7.2.3
rpart          4.1.19         rprojroot      2.0.3          Rserve         1.8-12
RSQLite        2.2.20         rstudioapi     0.14           rversions      2.1.2
rvest          1.0.3          sass           0.4.5          scales         1.2.1
selectr        0.4-2          sessioninfo    1.2.2          shape          1.4.6
shiny          1.7.4          sourcetools    0.1.7-1        sparklyr       1.7.9
SparkR         3.4.0          spatial        7.3-15         splines        4.2.2
sqldf          0.4-11         SQUAREM        2021.1         stats          4.2.2
stats4         4.2.2          stringi        1.7.12         stringr        1.5.0
survival       3.5-3          sys            3.4.1          systemfonts    1.0.4
tcltk          4.2.2          testthat       3.1.6          textshaping    0.3.6
tibble         3.1.8          tidyr          1.3.0          tidyselect     1.2.0
tidyverse      1.3.2          timechange     0.2.0          timeDate       4022.108
tinytex        0.44           tools          4.2.2          tzdb           0.3.0
urlchecker     1.0.1          usethis        2.1.6          utf8           1.2.3
utils          4.2.2          uuid           1.1-0          vctrs          0.5.2
viridisLite    0.4.1          vroom          1.6.1          waldo          0.4.0
whisker        0.4.1          withr          2.5.0          xfun           0.37
xml2           1.3.3          xopen          1.0.0          xtable         1.8-4
yaml           2.3.7          zip            2.2.2
=============  =============  =============  =============  =============  =============

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

1.12.390

com.amazonaws

aws-java-sdk-cloudformation

1.12.390

com.amazonaws

aws-java-sdk-cloudfront

1.12.390

com.amazonaws

aws-java-sdk-cloudhsm

1.12.390

com.amazonaws

aws-java-sdk-cloudsearch

1.12.390

com.amazonaws

aws-java-sdk-cloudtrail

1.12.390

com.amazonaws

aws-java-sdk-cloudwatch

1.12.390

com.amazonaws

aws-java-sdk-cloudwatchmetrics

1.12.390

com.amazonaws

aws-java-sdk-codedeploy

1.12.390

com.amazonaws

aws-java-sdk-cognitoidentity

1.12.390

com.amazonaws

aws-java-sdk-cognitosync

1.12.390

com.amazonaws

aws-java-sdk-config

1.12.390

com.amazonaws

aws-java-sdk-core

1.12.390

com.amazonaws

aws-java-sdk-datapipeline

1.12.390

com.amazonaws

aws-java-sdk-directconnect

1.12.390

com.amazonaws

aws-java-sdk-directory

1.12.390

com.amazonaws

aws-java-sdk-dynamodb

1.12.390

com.amazonaws

aws-java-sdk-ec2

1.12.390

com.amazonaws

aws-java-sdk-ecs

1.12.390

com.amazonaws

aws-java-sdk-efs

1.12.390

com.amazonaws

aws-java-sdk-elasticache

1.12.390

com.amazonaws

aws-java-sdk-elasticbeanstalk

1.12.390

com.amazonaws

aws-java-sdk-elasticloadbalancing

1.12.390

com.amazonaws

aws-java-sdk-elastictranscoder

1.12.390

com.amazonaws

aws-java-sdk-emr

1.12.390

com.amazonaws

aws-java-sdk-glacier

1.12.390

com.amazonaws

aws-java-sdk-glue

1.12.390

com.amazonaws

aws-java-sdk-iam

1.12.390

com.amazonaws

aws-java-sdk-importexport

1.12.390

com.amazonaws

aws-java-sdk-kinesis

1.12.390

com.amazonaws

aws-java-sdk-kms

1.12.390

com.amazonaws

aws-java-sdk-lambda

1.12.390

com.amazonaws

aws-java-sdk-logs

1.12.390

com.amazonaws

aws-java-sdk-machinelearning

1.12.390

com.amazonaws

aws-java-sdk-opsworks

1.12.390

com.amazonaws

aws-java-sdk-rds

1.12.390

com.amazonaws

aws-java-sdk-redshift

1.12.390

com.amazonaws

aws-java-sdk-route53

1.12.390

com.amazonaws

aws-java-sdk-s3

1.12.390

com.amazonaws

aws-java-sdk-ses

1.12.390

com.amazonaws

aws-java-sdk-simpledb

1.12.390

com.amazonaws

aws-java-sdk-simpleworkflow

1.12.390

com.amazonaws

aws-java-sdk-sns

1.12.390

com.amazonaws

aws-java-sdk-sqs

1.12.390

com.amazonaws

aws-java-sdk-ssm

1.12.390

com.amazonaws

aws-java-sdk-storagegateway

1.12.390

com.amazonaws

aws-java-sdk-sts

1.12.390

com.amazonaws

aws-java-sdk-support

1.12.390

com.amazonaws

aws-java-sdk-swf-libraries

1.11.22

com.amazonaws

aws-java-sdk-workspaces

1.12.390

com.amazonaws

jmespath-java

1.12.390

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

2.14.2

com.fasterxml.jackson.core

jackson-core

2.14.2

com.fasterxml.jackson.core

jackson-databind

2.14.2

com.fasterxml.jackson.dataformat

jackson-dataformat-cbor

2.14.2

com.fasterxml.jackson.datatype

jackson-datatype-joda

2.14.2

com.fasterxml.jackson.datatype

jackson-datatype-jsr310

2.13.4

com.fasterxml.jackson.module

jackson-module-paranamer

2.14.2

com.fasterxml.jackson.module

jackson-module-scala_2.12

2.14.2

com.github.ben-manes.caffeine

caffeine

2.9.3

com.github.fommil

jniloader

1.1

com.github.fommil.netlib

native_ref-java

1.1

com.github.fommil.netlib

native_ref-java

1.1-natives

com.github.fommil.netlib

native_system-java

1.1

com.github.fommil.netlib

native_system-java

1.1-natives

com.github.fommil.netlib

netlib-native_ref-linux-x86_64

1.1-natives

com.github.fommil.netlib

netlib-native_system-linux-x86_64

1.1-natives

com.github.luben

zstd-jni

1.5.2-5

com.github.wendykierp

JTransforms

3.1

com.google.code.findbugs

jsr305

3.0.0

com.google.code.gson

gson

2.8.9

com.google.crypto.tink

tink

1.7.0

com.google.errorprone

error_prone_annotations

2.10.0

com.google.flatbuffers

flatbuffers-java

1.12.0

com.google.guava

guava

15.0

com.google.protobuf

protobuf-java

2.6.1

com.h2database

h2

2.1.214

com.helger

profiler

1.1.1

com.jcraft

jsch

0.1.55

com.jolbox

bonecp

0.8.0.RELEASE

com.lihaoyi

sourcecode_2.12

0.1.9

com.microsoft.azure

azure-data-lake-store-sdk

2.3.9

com.microsoft.sqlserver

mssql-jdbc

11.2.2.jre8

com.ning

compress-lzf

1.1.2

com.sun.mail

javax.mail

1.5.2

com.sun.xml.bind

jaxb-core

2.2.11

com.sun.xml.bind

jaxb-impl

2.2.11

com.tdunning

json

1.8

com.thoughtworks.paranamer

paranamer

2.8

com.trueaccord.lenses

lenses_2.12

0.4.12

com.twitter

chill-java

0.10.0

com.twitter

chill_2.12

0.10.0

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.uber

h3

3.7.0

com.univocity

univocity-parsers

2.9.1

com.zaxxer

HikariCP

4.0.3

commons-cli

commons-cli

1.5.0

commons-codec

commons-codec

1.15

commons-collections

commons-collections

3.2.2

commons-dbcp

commons-dbcp

1.4

commons-fileupload

commons-fileupload

1.5

commons-httpclient

commons-httpclient

3.1

commons-io

commons-io

2.11.0

commons-lang

commons-lang

2.6

commons-logging

commons-logging

1.1.3

commons-pool

commons-pool

1.5.4

dev.ludovic.netlib

arpack

3.0.3

dev.ludovic.netlib

blas

3.0.3

dev.ludovic.netlib

lapack

3.0.3

info.ganglia.gmetric4j

gmetric4j

1.0.10

io.airlift

aircompressor

0.21

io.delta

delta-sharing-spark_2.12

0.7.0

io.dropwizard.metrics

metrics-core

4.2.10

io.dropwizard.metrics

metrics-graphite

4.2.10

io.dropwizard.metrics

metrics-healthchecks

4.2.10

io.dropwizard.metrics

metrics-jetty9

4.2.10

io.dropwizard.metrics

metrics-jmx

4.2.10

io.dropwizard.metrics

metrics-json

4.2.10

io.dropwizard.metrics

metrics-jvm

4.2.10

io.dropwizard.metrics

metrics-servlets

4.2.10

io.netty

netty-all

4.1.87.Final

io.netty

netty-buffer

4.1.87.Final

io.netty

netty-codec

4.1.87.Final

io.netty

netty-codec-http

4.1.87.Final

io.netty

netty-codec-http2

4.1.87.Final

io.netty

netty-codec-socks

4.1.87.Final

io.netty

netty-common

4.1.87.Final

io.netty

netty-handler

4.1.87.Final

io.netty

netty-handler-proxy

4.1.87.Final

io.netty

netty-resolver

4.1.87.Final

io.netty

netty-transport

4.1.87.Final

io.netty

netty-transport-classes-epoll

4.1.87.Final

io.netty

netty-transport-classes-kqueue

4.1.87.Final

io.netty

netty-transport-native-epoll

4.1.87.Final

io.netty

netty-transport-native-epoll

4.1.87.Final-linux-aarch_64

io.netty

netty-transport-native-epoll

4.1.87.Final-linux-x86_64

io.netty

netty-transport-native-kqueue

4.1.87.Final-osx-aarch_64

io.netty

netty-transport-native-kqueue

4.1.87.Final-osx-x86_64

io.netty

netty-transport-native-unix-common

4.1.87.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.servlet

jakarta.servlet-api

4.0.3

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.transaction

jta

1.1

javax.transaction

transaction-api

1.1

javax.xml.bind

jaxb-api

2.2.11

javolution

javolution

5.5.1

jline

jline

2.14.6

joda-time

joda-time

2.12.1

ml.combust.mleap

mleap-databricks-runtime_2.12

v0.20.0-db2

net.java.dev.jna

jna

5.8.0

net.razorvine

pickle

1.3

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

3.13.29

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

4.9.3

org.antlr

stringtemplate

3.2.1

org.apache.ant

ant

1.9.16

org.apache.ant

ant-jsch

1.9.16

org.apache.ant

ant-launcher

1.9.16

org.apache.arrow

arrow-format

11.0.0

org.apache.arrow

arrow-memory-core

11.0.0

org.apache.arrow

arrow-memory-netty

11.0.0

org.apache.arrow

arrow-vector

11.0.0

org.apache.avro

avro

1.11.1

org.apache.avro

avro-ipc

1.11.1

org.apache.avro

avro-mapred

1.11.1

org.apache.commons

commons-collections4

4.4

org.apache.commons

commons-compress

1.21

org.apache.commons

commons-crypto

1.1.0

org.apache.commons

commons-lang3

3.12.0

org.apache.commons

commons-math3

3.6.1

org.apache.commons

commons-text

1.10.0

org.apache.curator

curator-client

2.13.0

org.apache.curator

curator-framework

2.13.0

org.apache.curator

curator-recipes

2.13.0

org.apache.datasketches

datasketches-java

3.1.0

org.apache.datasketches

datasketches-memory

2.0.0

org.apache.derby

derby

10.14.2.0

org.apache.hadoop

hadoop-client-runtime

3.3.4

org.apache.hive

hive-beeline

2.3.9

org.apache.hive

hive-cli

2.3.9

org.apache.hive

hive-jdbc

2.3.9

org.apache.hive

hive-llap-client

2.3.9

org.apache.hive

hive-llap-common

2.3.9

org.apache.hive

hive-serde

2.3.9

org.apache.hive

hive-shims

2.3.9

org.apache.hive

hive-storage-api

2.8.1

org.apache.hive.shims

hive-shims-0.23

2.3.9

org.apache.hive.shims

hive-shims-common

2.3.9

org.apache.hive.shims

hive-shims-scheduler

2.3.9

org.apache.httpcomponents

httpclient

4.5.14

org.apache.httpcomponents

httpcore

4.4.16

org.apache.ivy

ivy

2.5.1

org.apache.logging.log4j

log4j-1.2-api

2.19.0

org.apache.logging.log4j

log4j-api

2.19.0

org.apache.logging.log4j

log4j-core

2.19.0

org.apache.logging.log4j

log4j-slf4j2-impl

2.19.0

org.apache.mesos

mesos

1.11.0-shaded-protobuf

org.apache.orc

orc-core

1.8.3-shaded-protobuf

org.apache.orc

orc-mapreduce

1.8.3-shaded-protobuf

org.apache.orc

orc-shims

1.8.3

org.apache.thrift

libfb303

0.9.3

org.apache.thrift

libthrift

0.12.0

org.apache.xbean

xbean-asm9-shaded

4.22

org.apache.yetus

audience-annotations

0.13.0

org.apache.zookeeper

zookeeper

3.6.3

org.apache.zookeeper

zookeeper-jute

3.6.3

org.checkerframework

checker-qual

3.19.0

org.codehaus.jackson

jackson-core-asl

1.9.13

org.codehaus.jackson

jackson-mapper-asl

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

9.4.50.v20221201

org.eclipse.jetty

jetty-continuation

9.4.50.v20221201

org.eclipse.jetty

jetty-http

9.4.50.v20221201

org.eclipse.jetty

jetty-io

9.4.50.v20221201

org.eclipse.jetty

jetty-jndi

9.4.50.v20221201

org.eclipse.jetty

jetty-plus

9.4.50.v20221201

org.eclipse.jetty

jetty-proxy

9.4.50.v20221201

org.eclipse.jetty

jetty-security

9.4.50.v20221201

org.eclipse.jetty

jetty-server

9.4.50.v20221201

org.eclipse.jetty

jetty-servlet

9.4.50.v20221201

org.eclipse.jetty

jetty-servlets

9.4.50.v20221201

org.eclipse.jetty

jetty-util

9.4.50.v20221201

org.eclipse.jetty

jetty-util-ajax

9.4.50.v20221201

org.eclipse.jetty

jetty-webapp

9.4.50.v20221201

org.eclipse.jetty

jetty-xml

9.4.50.v20221201

org.eclipse.jetty.websocket

websocket-api

9.4.50.v20221201

org.eclipse.jetty.websocket

websocket-client

9.4.50.v20221201

org.eclipse.jetty.websocket

websocket-common

9.4.50.v20221201

org.eclipse.jetty.websocket

websocket-server

9.4.50.v20221201

org.eclipse.jetty.websocket

websocket-servlet

9.4.50.v20221201

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

2.36

org.glassfish.jersey.containers

jersey-container-servlet-core

2.36

org.glassfish.jersey.core

jersey-client

2.36

org.glassfish.jersey.core

jersey-common

2.36

org.glassfish.jersey.core

jersey-server

2.36

org.glassfish.jersey.inject

jersey-hk2

2.36

org.hibernate.validator

hibernate-validator

6.1.7.Final

org.javassist

javassist

3.25.0-GA

org.jboss.logging

jboss-logging

3.3.2.Final

org.jdbi

jdbi

2.63.1

org.jetbrains

annotations

17.0.0

org.joda

joda-convert

1.7

org.jodd

jodd-core

3.5.2

org.json4s

json4s-ast_2.12

3.7.0-M11

org.json4s

json4s-core_2.12

3.7.0-M11

org.json4s

json4s-jackson_2.12

3.7.0-M11

org.json4s

json4s-scalap_2.12

3.7.0-M11

org.lz4

lz4-java

1.8.0

org.mariadb.jdbc

mariadb-java-client

2.7.4

org.mlflow

mlflow-spark

2.2.0

org.objenesis

objenesis

2.5.1

org.postgresql

postgresql

42.3.8

org.roaringbitmap

RoaringBitmap

0.9.39

org.roaringbitmap

shims

0.9.39

org.rocksdb

rocksdbjni

7.8.3

org.rosuda.REngine

REngine

2.1.0

org.scala-lang

scala-compiler_2.12

2.12.15

org.scala-lang

scala-library_2.12

2.12.15

org.scala-lang

scala-reflect_2.12

2.12.15

org.scala-lang.modules

scala-collection-compat_2.12

2.4.3

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

3.2.15

org.scalanlp

breeze-macros_2.12

2.1.0

org.scalanlp

breeze_2.12

2.1.0

org.scalatest

scalatest-compatible

3.2.15

org.scalatest

scalatest-core_2.12

3.2.15

org.scalatest

scalatest-diagrams_2.12

3.2.15

org.scalatest

scalatest-featurespec_2.12

3.2.15

org.scalatest

scalatest-flatspec_2.12

3.2.15

org.scalatest

scalatest-freespec_2.12

3.2.15

org.scalatest

scalatest-funspec_2.12

3.2.15

org.scalatest

scalatest-funsuite_2.12

3.2.15

org.scalatest

scalatest-matchers-core_2.12

3.2.15

org.scalatest

scalatest-mustmatchers_2.12

3.2.15

org.scalatest

scalatest-propspec_2.12

3.2.15

org.scalatest

scalatest-refspec_2.12

3.2.15

org.scalatest

scalatest-shouldmatchers_2.12

3.2.15

org.scalatest

scalatest-wordspec_2.12

3.2.15

org.scalatest

scalatest_2.12

3.2.15

org.slf4j

jcl-over-slf4j

2.0.6

org.slf4j

jul-to-slf4j

2.0.6

org.slf4j

slf4j-api

2.0.6

org.threeten

threeten-extra

1.7.1

org.tukaani

xz

1.9

org.typelevel

algebra_2.12

2.0.1

org.typelevel

cats-kernel_2.12

2.1.1

org.typelevel

spire-macros_2.12

0.17.0

org.typelevel

spire-platform_2.12

0.17.0

org.typelevel

spire-util_2.12

0.17.0

org.typelevel

spire_2.12

0.17.0

org.wildfly.openssl

wildfly-openssl

1.1.3.Final

org.xerial

sqlite-jdbc

3.42.0.0

org.xerial.snappy

snappy-java

1.1.8.4

org.yaml

snakeyaml

1.33

oro

oro

2.0.8

pl.edu.icm

JLargeArrays

1.5

software.amazon.cryptools

AmazonCorrettoCryptoProvider

1.6.1-linux-x86_64

software.amazon.ion

ion-java

1.0.2

stax

stax-api

1.0.1