Databricks Runtime 13.2 (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.

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

Databricks released this version in July 2023.

Note

These release notes may include references to features that are not available on Google Cloud as of this release.

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.

Delta Lake UniForm for Iceberg is in public preview

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

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.

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 R libraries:

• 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 (EoS), 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