Jaa

Databricks Runtime 16.3 (Beta)

  • Artikkeli

Important

Databricks Runtime 16.3 is in Beta. The contents of the supported environments might change during the Beta. Changes can include the list of packages or versions of installed packages.

The following release notes provide information about Databricks Runtime 16.3, powered by Apache Spark 3.5.2.

Tip

To see release notes for Databricks Runtime versions that have reached end-of-support (EoS), see End-of-support Databricks Runtime release notes. The EoS Databricks Runtime versions have been retired and might not be updated.

New features and improvements

Write procedural SQL scripts based on ANSI SQL/PSM (Public Preview)

You can now use scripting capabilities based on ANSI SQL/PSM to write procedural logic with SQL, including control flow statements, local variables, and exception handling. See SQL scripting.

Table and view level default collation

You can now specify a default collation for tables and views. This simplifies the creation of table and views where all or most columns share the same collation. See Collation.

Support for transformWithStateInPandas on standard compute

You can now use transformWithStateInPandas on compute configured with standard access mode. See Build a custom stateful application.

Support for appending data to fine-grained access controlled tables on dedicated compute

In Databricks Runtime 16.3 and above, dedicated compute supports appending to Unity Catalog objects that use fine-grained access control. To use this feature, use the DataFrame.write.mode("append") function in the Apache Spark API. Similar to reading from these objects, the appending writes are automatically passed to serverless compute when required.

To learn more about using dedicated compute with fine-grained access controlled Unity Catalog objects, see Fine-grained access control on dedicated compute (formerly single user compute).

Enhanced support for self-joins with fine-grained access controlled objects on dedicated compute

In Databricks Runtime 16.3 and above, the data filtering functionality for fine-grained access control on dedicated compute now automatically synchronizes snapshots between dedicated and serverless compute resources, with the exception of materialized views and any views, materialized views, and streaming tables shared using Delta Sharing. This enhanced functionality ensures that self-joins return identical snapshots when data filtering is used. See Fine-grained access control on dedicated compute (formerly single user compute).

Library upgrades

  • Upgraded Python libraries:

    • mlflow-skinny from 2.15.1 to 2.19.0

  • Upgraded R libraries:

  • Upgraded Java libraries:

    • io.delta.delta-sharing-client_2.12 from 1.2.2 to 1.2.3

Apache Spark

Databricks Runtime 16.3 includes Apache Spark 3.5.2. This release includes all Spark fixes and improvements included in Databricks Runtime 16.2, as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-51388] [SC-190503][sql] Improve SQL fragment propagation in to_timestamp and UNION
  • [SPARK-51394] [SC-190492][ml] Optimize out the additional shuffle in stats tests
  • [SPARK-51385] [SC-190486][sql] Normalize out projection added in DeduplicateRelations for union child output deduplication
  • [SPARK-51357] [SC-190485][sql] Preserve plan change logging level for views
  • [SPARK-50654] [SC-186686][ss] CommitMetadata should set stateUniqueIds to None in V1
  • [SPARK-51362] [SC-190352][sql] Change toJSON to use NextIterator API to eliminate adjacent record dependency
  • [SPARK-51375] [SC-190355][sql][CONNECT] Suppress SparkConnect(Execution|Session)Manager.periodicMaintenance log messages
  • [SPARK-50596] [SC-184060][python] Upgrade Py4J from 0.10.9.7 to 0.10.9.8
  • [SPARK-51097] [SC-190456][revert] Revert RocksDB instance metrics change
  • [SPARK-51363] [SC-190343][sql]Desc As JSON clustering column names
  • [SPARK-51373] [SC-190370] [SS] Removing extra copy for column family prefix from 'ReplyChangelog'
  • [SPARK-51378] [SC-190363][core] Apply JsonProtocol's accumulableExcludeList to ExecutorMetricsUpdate and TaskEndReason
  • [SPARK-51369] [SC-190253][sql] Fix FOR cursor variable to work with mixed case names
  • [SPARK-51381] [SC-190360][sql][CONNECT] Show Session ID in Spark Connect Session page
  • [SPARK-51119] [SC-188491][sql] Readers on executors resolving EXISTS_DEFAULT should not call catalogs
  • [SPARK-51322] [SC-190013][sql] Better error message for streaming subquery expression
  • [SPARK-51351] [SC-190184][ss] Do not materialize the output in Python worker for TWS
  • [SPARK-50817] [SC-186642][ss] Fix RocksDB Error Reporting
  • [SPARK-51370] [SC-190286] Code clarity improvements for INSERT INTO parsing codes in AstBuilder.scala
  • [SPARK-51083] [SC-189217][core][16.x] Modify JavaUtils to not swallow InterruptedExceptions
  • [SPARK-51324] [SC-189997][sql] Fix nested FOR statement throwing error if empty result
  • [SPARK-49756] [SC-178793][sql] Postgres dialect supports pushdown datetime functions.
  • [SPARK-51270] [SC-190108][sql] Support UUID type in Variant
  • [SPARK-51310] [SC-190018][sql] Resolve the type of default string producing expressions
  • [SPARK-49488] [SC-176685][sql] MySQL dialect supports pushdown datetime functions.
  • [SPARK-50856] [DBR16.x][sc-189812][SS][python][CONNECT] Spark Connect Support for TransformWithStateInPandas In Python
  • [SPARK-50553] [SC-190076][connect] Throw InvalidPlanInput for invalid plan message
  • [SPARK-51337] [16.x][sc-190105][SQL] Add maxRows to CTERelationDef and CTERelationRef
  • [SPARK-51281] [SC-190033][sql] DataFrameWriterV2 should respect the path option
  • [SPARK-51323] [SC-190005][python] Duplicate "total" on Py SQL metrics
  • [SPARK-48618] [SC-174007][sql] Utilize the ErrorCode and SQLState returned in SQLException to make errors more accurate
  • [SPARK-47871] [SC-162873][sql] Oracle: Map TimestampType to TIMESTAMP WITH LOCAL TIME ZONE
  • [SPARK-50993] [SC-187319][sql] Move nullDataSourceOption from QueryCompilationErrors into QueryExecutionErrors
  • [SPARK-47761] [SC-162288][sql] Oracle: Support reading AnsiIntervalTypes
  • [SPARK-51265] [SC-189826][sql] IncrementalExecution should set the command execution code correctly
  • [SPARK-50785] [SC-189722][sql] Refactor FOR statement to utilize local variables properly.
  • [SPARK-51315] [SC-189838][sql] Enabling object level collations by default
  • [SPARK-51312] [SC-189824][sql] Fix createDataFrame from RDD[Row]
  • [SPARK-51305] [SC-189625][sql][CONNECT] Improve SparkConnectPlanExecution.createObservedMetricsResponse
  • [SPARK-51313] [SC-189816][python] Fix timestamp format for PySparkLogger
  • [SPARK-51095] [SC-189623][core][SQL] Include caller context for hdfs audit logs for calls from driver
  • [SPARK-51292] [SC-189566][sql] Remove unnecessary inheritance from PlanTestBase, ExpressionEvalHelper and PlanTest
  • [SPARK-50739] [SC-186903][sql][FOLLOW] Simplify ResolveRecursiveCTESuite with dsl
  • [SPARK-51097] [SC-189428] [SS] Adding state store instance metrics for last uploaded snapshot version in RocksDB
  • [SPARK-49912] [SC-189615] Refactor simple CASE statement to evaluate the case variable only once
  • [SPARK-50655] [16x][sc-189235][SS] Move virtual col family related mapping into db layer instead of encoder
  • [SPARK-51177] [SC-188989][python][CONNECT] Add InvalidCommandInput to Spark Connect Python client
  • [SPARK-51278] [SC-189608][python] Use appropriate structure of JSON format for PySparkLogger
  • [SPARK-48530] [SC-189357][sql] Support for local variables in SQL Scripting
  • [SPARK-51258] [SC-189551][sql] Remove unnecessary inheritance from SQLConfHelper
  • [SPARK-50739] [SC-186818][sql] Recursive CTE. Analyzer changes to unravel and resolve the recursion components.
  • [SPARK-51284] [SC-189483][sql] Fix SQL Script execution for empty result
  • [SPARK-50881] [SC-188407][python] Use cached schema where possible in connect dataframe.py
  • [SPARK-51274] [SC-189516][python] PySparkLogger should respect the expected keyword arguments
  • [SPARK-51249] [BEHAVE-253][sc-189464][SS] Fixing the NoPrefixKeyStateEncoder and Avro encoding to use the correct number of version bytes
  • [SPARK-51222] [ES-1321245][sc-189001][SQL] Optimize ReplaceCurrentLike
  • [SPARK-50636] [SC-184783][sql] Extending CTESubstitution.scala to make it aware of recursion
  • [SPARK-50960] [SC-188821][python][CONNECT] Add InvalidPlanInput to Spark Connect Python client
  • [SPARK-51109] [SC-188394][sql] CTE in subquery expression as grouping column
  • [SPARK-51067] [16.x][sc-188855][SQL] Revert session level collation for DML queries and apply object level collation for DDL queries
  • [SPARK-50849] [SC-189071][connect] Add example project to demonstrate Spark Connect Server Libraries
  • [SPARK-51259] [SC-189344][sql] Refactor natural and using join keys computation
  • [SPARK-51185] [SC-188832][core] Revert simplifications to PartitionedFileUtil API to reduce memory requirements
  • [SPARK-51237] [16x][sc-189028][SS] Add API details for new transformWithState helper APIs as needed
  • [SPARK-51247] [SC-189236][sql] Move SubstituteExecuteImmediate to 'resolution' batch and prepare it for SQL Scripting local variables.
  • [SPARK-48273] [SQL][es-1349022] Revert "[SC-181381]Revert "[SQL] Fix late rewrite of PlanWithUnresolvedIdentifier""
  • [SPARK-50403] [SC-186416][sql] Fix parameterized EXECUTE IMMEDIATE
  • [SPARK-50598] [SC-183992][sql] An initial, no-op PR which adds new parameters to already existing classes UnresolvedWith, CTERelationRef and CTERelationDef to enable later implementation of recursive CTEs.
  • [SPARK-48114] [SC-189176][sql] Move subquery validation out of CheckAnalysis
  • [SPARK-50767] [SC-189169][sql] Remove codegen of from_json
  • [SPARK-51242] [SC-189200][conenct][PYTHON] Improve Column performance when DQC is disabled
  • [SPARK-51202] [SC-189208][ml][PYTHON] Pass the session in meta algorithm python writers
  • [SPARK-51246] [SC-189175][sql] Make InTypeCoercion produce resolved Casts
  • [SPARK-51192] [SC-189070][connect] Expose processWithoutResponseObserverForTesting in SparkConnectPlanner
  • [SPARK-51183] [SC-189010][sql] Link to Parquet spec in Variant docs
  • [SPARK-51189] [SC-188829][core] Promote JobFailed to DeveloperApi
  • [SPARK-51184] [SC-188801][core] Remove TaskState.LOST logic from TaskSchedulerImpl
  • [SPARK-51218] [SC-189012][sql] Avoid map/flatMap in NondeterministicExpressionCollection
  • [SPARK-51228] [SC-189022][sql] Introduce subquery normalization to NormalizePlan
  • [SPARK-51113] [SC-188883][sql] Fix correctness with UNION/EXCEPT/INTERSECT inside a view or EXECUTE IMMEDIATE
  • [SPARK-51209] [SC-188987][core] Improve getCurrentUserName to handle Java 24+
  • [SPARK-50953] [SC-188409][python][CONNECT] Add support for non-literal paths in VariantGet
  • [SPARK-51065] [BEHAVE-244][sc-188384][SQL] Disallowing non-nullable schema when Avro encoding is used for TransformWithState
  • [SPARK-51181] [SC-188854] [SQL] Enforce determinism when pulling out non deterministic expressions from logical plan
  • [SPARK-50872] [SC-186901][sql][UI] Makes ToPrettyString expression not affect UI presentation
  • [SPARK-51150] [SC-188512][ml] Explicitly pass the session in meta algorithm writers
  • [SPARK-49974] [SC-179071][adhoc] Sync Code From Master To DBR-Branch-16.x
  • [SPARK-51008] [SC-188655][sql] Add ResultStage for AQE
  • [SPARK-51114] [SC-188633] [SQL] Refactor PullOutNondeterministic rule
  • [SPARK-51160] [SC-188666][sql] Refactor literal function resolution
  • [SPARK-51127] [SC-188366][python] Kill the Python worker on idle timeout
  • [SPARK-51099] [SC-188350][python] Add logs when the Python worker looks stuck
  • [SPARK-51157] [SC-188536][sql] Add missing @varargs Scala annotation for Scala function APIs
  • [SPARK-51155] [CORE] Make SparkContext show total runtime after stopping
  • [SPARK-51140] [SC-188487][ml] Sort the params before saving
  • [SPARK-51135] [SC-188392][sql] Fix ViewResolverSuite for ANSI modes
  • [SPARK-51057] [SC-188191][ss] Remove scala option based variant API for value state
  • [SPARK-51131] [SC-188359][sql] Throw exception when SQL Script is found inside EXECUTE IMMEDIATE command
  • [SPARK-51048] [SC-188369][core] Support stop java spark context with exit code
  • [SPARK-50234] [SC-181433][python][SQL] Improve error message and test for transpose DataFrame API
  • [SPARK-51074] [SC-188153][ss][CONNECT] Set timeout for communicating init configs in streaming foreachBatch
  • [SPARK-48353] [SC-187986][sql] Introduction of Exception Handling mechanism in SQL Scripting
  • [SPARK-50596] [SC-184060][python] Upgrade Py4J from 0.10.9.7 to 0.10.9.8
  • [SPARK-51043] [SC-187928][ss][CONNECT] Fine grained user logging for Spark Connect foreachBatch
  • [SPARK-51084] [ES-1336002][sc-188171][SQL] Assign appropriate error class for negativeScaleNotAllowedError
  • [SPARK-51042] [SC-188216][sql] Read and write the month and days fields of intervals with one call in Unsafe* classes
  • [SPARK-51010] [SC-188188][sql] Fix AlterColumnSpec not reporting resolved status correctly
  • [SPARK-50985] [SC-187992][es-1346597][SS] Classify Kafka Timestamp Offsets mismatch error instead of assert and throw error for missing server in KafkaTokenProvider
  • [SPARK-50799] [SC-188169][python] Refine the docstring of rlike, length, octet_length, bit_length, and transform
  • [SPARK-51061] [SC-187910][core] Hide Jetty info in REST Submission API
  • [SPARK-51055] [SC-187993][ss][CONNECT] Streaming foreachBatch should call init logic inside a try
  • [SPARK-50982] [SC-188059][sql] Support more SQL/DataFrame read path functionality in single-pass Analyzer
  • [SPARK-51081] [SC-188092][sql] Refactor Join.output for single-pass resolver
  • [SPARK-51064] [SC-188039][sql] Enable spark.sql.sources.v2.bucketing.enabled by default
  • [SPARK-50883] [LC-5998][sc-187120][SQL] Support altering multiple columns in the same command
  • [SPARK-51034] [SC-187985][sql] Reformat Describe As JSON statistics dict for parse-ability
  • [SPARK-51058] [SC-187961][python] Avoid using jvm.SparkSession
  • [SPARK-51056] [SC-187871][python] Avoid unnecessary object creation in SparkSession.getActiveSession.
  • [SPARK-50967] [SC-187860][ss] Add option to skip emitting initial state keys within the FMGWS operator
  • [SPARK-50813] [SC-186457][sql] Allow only unqualified label names inside SQL Scripts
  • [SPARK-50858] [SC-187399][python] Add configuration to hide Python UDF stack trace
  • [SPARK-50853] [SC-187219][core] Close temp shuffle file writable channel
  • [SPARK-50663] [SC-187541][sql] Fix grammar for IF ELSE statement (ELSE IF -> ELSEIF)
  • [SPARK-51027] [SC-187502][sql] Prevent HiveClient.runSqlHive invocation in non-testing environment
  • [SPARK-50977] [SC-187400][sc-187006][CORE] Enhance availability of logic performing aggregation of accumulator results
  • [SPARK-51001] [SC-187442][sql] Refine arrayEquals
  • [SPARK-50962] [SC-187168][sql] Avoid StringIndexOutOfBoundsException in AttributeNameParser
  • [SPARK-50683] [SC-184728][sql] Inline the common expression in With if used once
  • [SPARK-50959] [SC-187139][ml][PYTHON] Swallow the exception of JavaWrapper.del
  • [SPARK-50558] [SC-187337][sql] Introduce simpleString for ExpressionSet
  • [SPARK-50648] [SC-184706][core] Cleanup zombie tasks in non-running stages when the job is cancelled
  • [SPARK-50990] [SC-187316][sql] Refactor UpCast resolution out of the Analyzer
  • [SPARK-49491] [SC-184714][sql] Replace AnyRefMap with HashMap
  • [SPARK-50685] [SC-186941][python] Improve Py4J performance by leveraging getattr
  • [SPARK-50688] [SC-184666][sql] Eliminate ambiguity for rowTag missing in xml write path
  • [SPARK-50976] [SC-187265][ml][PYTHON] Fix the save/load of TargetEncoder
  • [SPARK-49639] [SC-187297][sql] Remove the ANSI config suggestion in INVALID_INTERVAL_WITH_MICROSECONDS_ADDITION
  • [SPARK-50118] [SC-187110]Revert "[CONNET] Reset isolated state cache when tasks are running"
  • [SPARK-47579] [16.x][sc-166971][CORE][part3] Spark core: Migrate logInfo with variables to structured logging framework
  • [SPARK-50669] [SC-184566][es-1327450][PHOTON][test-only] Extend photon unit tests for TimestampAdd expression with long types
  • [SPARK-50909] [SC-187119][python] Setup faulthandler in PythonPlannerRunners
  • [SPARK-50774] [SC-186349][sql] Centralize collation names in one place
  • [SPARK-50804] [SC-186684][sql] to_protobuf() should not throw MatchError
  • [SPARK-50957] [SC-187136][protobuf] Make protobuf.utils.SchemaConverters private
  • [SPARK-50900] [SC-186948][ml][CONNECT] Add VectorUDT and MatrixUDT to ProtoDataTypes
  • [SPARK-50895] [SC-186998][sql] Create common interface for expressions which produce default string type
  • [SPARK-50558] [SC-184216][sql] Add configurable logging limits for the number of elements in InSet and In
  • [SPARK-50875] [SC-186951][sql][16.x] Add RTRIM collations to TVF
  • [SPARK-50579] [SC-183826][sql] Fix truncatedString

Databricks ODBC/JDBC driver support

Databricks supports ODBC/JDBC drivers released in the past 2 years. Please download the recently released drivers and upgrade (download ODBC, download JDBC).

System environment

  • Operating System: Ubuntu 24.04.2 LTS
  • Java: Zulu17.54+21-CA
  • Scala: 2.12.15
  • Python: 3.12.3
  • R: 4.4.0
  • Delta Lake: 3.3.0

Installed Python libraries

Library Version Library Version Library Version
annotated-types 0.7.0 asttokens 2.0.5 astunparse 1.6.3
autocommand 2.2.2 azure-core 1.31.0 azure-storage-blob 12.23.0
azure-storage-file-datalake 12.17.0 backports.tarfile 1.2.0 black 24.4.2
blinker 1.7.0 boto3 1.34.69 botocore 1.34.69
cachetools 5.3.3 certifi 2024.6.2 cffi 1.16.0
chardet 4.0.0 charset-normalizer 2.0.4 click 8.1.7
cloudpickle 2.2.1 comm 0.2.1 contourpy 1.2.0
cryptography 42.0.5 cycler 0.11.0 Cython 3.0.11
databricks-sdk 0.30.0 dbus-python 1.3.2 debugpy 1.6.7
decorator 5.1.1 Deprecated 1.2.14 distlib 0.3.8
docstring-to-markdown 0.11 executing 0.8.3 facets-overview 1.1.1
filelock 3.15.4 fonttools 4.51.0 gitdb 4.0.11
GitPython 3.1.37 google-api-core 2.20.0 google-auth 2.35.0
google-cloud-core 2.4.1 google-cloud-storage 2.18.2 google-crc32c 1.6.0
google-resumable-media 2.7.2 googleapis-common-protos 1.65.0 grpcio 1.60.0
grpcio-status 1.60.0 httplib2 0.20.4 idna 3.7
importlib-metadata 6.0.0 importlib_resources 6.4.0 inflect 7.3.1
ipyflow-core 0.0.201 ipykernel 6.28.0 ipython 8.25.0
ipython-genutils 0.2.0 ipywidgets 7.7.2 isodate 0.6.1
jaraco.context 5.3.0 jaraco.functools 4.0.1 jaraco.text 3.12.1
jedi 0.19.1 jmespath 1.0.1 joblib 1.4.2
jupyter_client 8.6.0 jupyter_core 5.7.2 kiwisolver 1.4.4
launchpadlib 1.11.0 lazr.restfulclient 0.14.6 lazr.uri 1.0.6
matplotlib 3.8.4 matplotlib-inline 0.1.6 mccabe 0.7.0
mlflow-skinny 2.19.0 more-itertools 10.3.0 mypy 1.10.0
mypy-extensions 1.0.0 nest-asyncio 1.6.0 nodeenv 1.9.1
numpy 1.26.4 oauthlib 3.2.2 opentelemetry-api 1.27.0
opentelemetry-sdk 1.27.0 opentelemetry-semantic-conventions 0.48b0 packaging 24.1
pandas 1.5.3 parso 0.8.3 pathspec 0.10.3
patsy 0.5.6 pexpect 4.8.0 pillow 10.3.0
pip 24.2 platformdirs 3.10.0 plotly 5.22.0
pluggy 1.0.0 prompt-toolkit 3.0.43 proto-plus 1.24.0
protobuf 4.24.1 psutil 5.9.0 psycopg2 2.9.3
ptyprocess 0.7.0 pure-eval 0.2.2 pyarrow 15.0.2
pyasn1 0.4.8 pyasn1-modules 0.2.8 pyccolo 0.0.65
pycparser 2.21 pydantic 2.8.2 pydantic_core 2.20.1
pyflakes 3.2.0 Pygments 2.15.1 PyGObject 3.48.2
PyJWT 2.7.0 pyodbc 5.0.1 pyparsing 3.0.9
pyright 1.1.294 python-dateutil 2.9.0.post0 python-lsp-jsonrpc 1.1.2
python-lsp-server 1.10.0 pytoolconfig 1.2.6 pytz 2024.1
PyYAML 6.0.1 pyzmq 25.1.2 requests 2.32.2
rope 1.12.0 rsa 4.9 s3transfer 0.10.2
scikit-learn 1.4.2 scipy 1.13.1 seaborn 0.13.2
setuptools 74.0.0 six 1.16.0 smmap 5.0.0
sqlparse 0.5.1 ssh-import-id 5.11 stack-data 0.2.0
statsmodels 0.14.2 tenacity 8.2.2 threadpoolctl 2.2.0
tokenize-rt 4.2.1 tomli 2.0.1 tornado 6.4.1
traitlets 5.14.3 typeguard 4.3.0 types-protobuf 3.20.3
types-psutil 5.9.0 types-pytz 2023.3.1.1 types-PyYAML 6.0.0
types-requests 2.31.0.0 types-setuptools 68.0.0.0 types-six 1.16.0
types-urllib3 1.26.25.14 typing_extensions 4.11.0 ujson 5.10.0
unattended-upgrades 0.1 urllib3 1.26.16 virtualenv 20.26.2
wadllib 1.3.6 wcwidth 0.2.5 whatthepatch 1.0.2
wheel 0.43.0 wrapt 1.14.1 yapf 0.33.0
zipp 3.17.0

Installed R libraries

R libraries are installed from the Posit Package Manager CRAN snapshot on 2024-08-04.

Library Version Library Version Library Version
arrow 16.1.0 askpass 1.2.0 assertthat 0.2.1
backports 1.5.0 base 4.4.0 base64enc 0.1-3
bigD 0.2.0 bit 4.0.5 bit64 4.0.5
bitops 1.0-8 blob 1.2.4 boot 1.3-30
brew 1.0-10 brio 1.1.5 broom 1.0.6
bslib 0.8.0 cachem 1.1.0 callr 3.7.6
caret 6.0-94 cellranger 1.1.0 chron 2.3-61
class 7.3-22 cli 3.6.3 clipr 0.8.0
clock 0.7.1 cluster 2.1.6 codetools 0.2-20
colorspace 2.1-1 commonmark 1.9.1 compiler 4.4.0
config 0.3.2 conflicted 1.2.0 cpp11 0.4.7
crayon 1.5.3 credentials 2.0.1 curl 5.2.1
data.table 1.15.4 datasets 4.4.0 DBI 1.2.3
dbplyr 2.5.0 desc 1.4.3 devtools 2.4.5
diagram 1.6.5 diffobj 0.3.5 digest 0.6.36
downlit 0.4.4 dplyr 1.1.4 dtplyr 1.3.1
e1071 1.7-14 ellipsis 0.3.2 evaluate 0.24.0
fansi 1.0.6 farver 2.1.2 fastmap 1.2.0
fontawesome 0.5.2 forcats 1.0.0 foreach 1.5.2
foreign 0.8-86 forge 0.2.0 fs 1.6.4
future 1.34.0 future.apply 1.11.2 gargle 1.5.2
generics 0.1.3 gert 2.1.0 ggplot2 3.5.1
gh 1.4.1 git2r 0.33.0 gitcreds 0.1.2
glmnet 4.1-8 globals 0.16.3 glue 1.7.0
googledrive 2.1.1 googlesheets4 1.1.1 gower 1.0.1
graphics 4.4.0 grDevices 4.4.0 grid 4.4.0
gridExtra 2.3 gsubfn 0.7 gt 0.11.0
gtable 0.3.5 hardhat 1.4.0 haven 2.5.4
highr 0.11 hms 1.1.3 htmltools 0.5.8.1
htmlwidgets 1.6.4 httpuv 1.6.15 httr 1.4.7
httr2 1.0.2 ids 1.0.1 ini 0.3.1
ipred 0.9-15 isoband 0.2.7 iterators 1.0.14
jquerylib 0.1.4 jsonlite 1.8.8 juicyjuice 0.1.0
KernSmooth 2.23-22 knitr 1.48 labeling 0.4.3
later 1.3.2 lattice 0.22-5 lava 1.8.0
lifecycle 1.0.4 listenv 0.9.1 lubridate 1.9.3
magrittr 2.0.3 markdown 1.13 MASS 7.3-60.0.1
Matrix 1.6-5 memoise 2.0.1 methods 4.4.0
mgcv 1.9-1 mime 0.12 miniUI 0.1.1.1
mlflow 2.14.1 ModelMetrics 1.2.2.2 modelr 0.1.11
munsell 0.5.1 nlme 3.1-165 nnet 7.3-19
numDeriv 2016.8-1.1 openssl 2.2.0 parallel 4.4.0
parallelly 1.38.0 pillar 1.9.0 pkgbuild 1.4.4
pkgconfig 2.0.3 pkgdown 2.1.0 pkgload 1.4.0
plogr 0.2.0 plyr 1.8.9 praise 1.0.0
prettyunits 1.2.0 pROC 1.18.5 processx 3.8.4
prodlim 2024.06.25 profvis 0.3.8 progress 1.2.3
progressr 0.14.0 promises 1.3.0 proto 1.0.0
proxy 0.4-27 ps 1.7.7 purrr 1.0.2
R6 2.5.1 ragg 1.3.2 randomForest 4.7-1.1
rappdirs 0.3.3 rcmdcheck 1.4.0 RColorBrewer 1.1-3
Rcpp 1.0.13 RcppEigen 0.3.4.0.0 reactable 0.4.4
reactR 0.6.0 readr 2.1.5 readxl 1.4.3
recipes 1.1.0 rematch 2.0.0 rematch2 2.1.2
remotes 2.5.0 reprex 2.1.1 reshape2 1.4.4
rlang 1.1.4 rmarkdown 2.27 RODBC 1.3-23
roxygen2 7.3.2 rpart 4.1.23 rprojroot 2.0.4
Rserve 1.8-13 RSQLite 2.3.7 rstudioapi 0.16.0
rversions 2.1.2 rvest 1.0.4 sass 0.4.9
scales 1.3.0 selectr 0.4-2 sessioninfo 1.2.2
shape 1.4.6.1 shiny 1.9.1 sourcetools 0.1.7-1
sparklyr 1.8.6 SparkR 3.5.2 spatial 7.3-17
splines 4.4.0 sqldf 0.4-11 SQUAREM 2021.1
stats 4.4.0 stats4 4.4.0 stringi 1.8.4
stringr 1.5.1 survival 3.6-4 swagger 5.17.14.1
sys 3.4.2 systemfonts 1.1.0 tcltk 4.4.0
testthat 3.2.1.1 textshaping 0.4.0 tibble 3.2.1
tidyr 1.3.1 tidyselect 1.2.1 tidyverse 2.0.0
timechange 0.3.0 timeDate 4032.109 tinytex 0.52
tools 4.4.0 tzdb 0.4.0 urlchecker 1.0.1
usethis 3.0.0 utf8 1.2.4 utils 4.4.0
uuid 1.2-1 V8 4.4.2 vctrs 0.6.5
viridisLite 0.4.2 vroom 1.6.5 waldo 0.5.2
whisker 0.4.1 withr 3.0.1 xfun 0.46
xml2 1.3.6 xopen 1.0.1 xtable 1.8-4
yaml 2.3.10 zeallot 0.1.0 zip 2.3.1

Installed Java and Scala libraries (Scala 2.12 cluster version)

Group ID Artifact ID Version
antlr antlr 2.7.7
com.amazonaws amazon-kinesis-client 1.12.0
com.amazonaws aws-java-sdk-autoscaling 1.12.638
com.amazonaws aws-java-sdk-cloudformation 1.12.638
com.amazonaws aws-java-sdk-cloudfront 1.12.638
com.amazonaws aws-java-sdk-cloudhsm 1.12.638
com.amazonaws aws-java-sdk-cloudsearch 1.12.638
com.amazonaws aws-java-sdk-cloudtrail 1.12.638
com.amazonaws aws-java-sdk-cloudwatch 1.12.638
com.amazonaws aws-java-sdk-cloudwatchmetrics 1.12.638
com.amazonaws aws-java-sdk-codedeploy 1.12.638
com.amazonaws aws-java-sdk-cognitoidentity 1.12.638
com.amazonaws aws-java-sdk-cognitosync 1.12.638
com.amazonaws aws-java-sdk-config 1.12.638
com.amazonaws aws-java-sdk-core 1.12.638
com.amazonaws aws-java-sdk-datapipeline 1.12.638
com.amazonaws aws-java-sdk-directconnect 1.12.638
com.amazonaws aws-java-sdk-directory 1.12.638
com.amazonaws aws-java-sdk-dynamodb 1.12.638
com.amazonaws aws-java-sdk-ec2 1.12.638
com.amazonaws aws-java-sdk-ecs 1.12.638
com.amazonaws aws-java-sdk-efs 1.12.638
com.amazonaws aws-java-sdk-elasticache 1.12.638
com.amazonaws aws-java-sdk-elasticbeanstalk 1.12.638
com.amazonaws aws-java-sdk-elasticloadbalancing 1.12.638
com.amazonaws aws-java-sdk-elastictranscoder 1.12.638
com.amazonaws aws-java-sdk-emr 1.12.638
com.amazonaws aws-java-sdk-glacier 1.12.638
com.amazonaws aws-java-sdk-glue 1.12.638
com.amazonaws aws-java-sdk-iam 1.12.638
com.amazonaws aws-java-sdk-importexport 1.12.638
com.amazonaws aws-java-sdk-kinesis 1.12.638
com.amazonaws aws-java-sdk-kms 1.12.638
com.amazonaws aws-java-sdk-lambda 1.12.638
com.amazonaws aws-java-sdk-logs 1.12.638
com.amazonaws aws-java-sdk-machinelearning 1.12.638
com.amazonaws aws-java-sdk-opsworks 1.12.638
com.amazonaws aws-java-sdk-rds 1.12.638
com.amazonaws aws-java-sdk-redshift 1.12.638
com.amazonaws aws-java-sdk-route53 1.12.638
com.amazonaws aws-java-sdk-s3 1.12.638
com.amazonaws aws-java-sdk-ses 1.12.638
com.amazonaws aws-java-sdk-simpledb 1.12.638
com.amazonaws aws-java-sdk-simpleworkflow 1.12.638
com.amazonaws aws-java-sdk-sns 1.12.638
com.amazonaws aws-java-sdk-sqs 1.12.638
com.amazonaws aws-java-sdk-ssm 1.12.638
com.amazonaws aws-java-sdk-storagegateway 1.12.638
com.amazonaws aws-java-sdk-sts 1.12.638
com.amazonaws aws-java-sdk-support 1.12.638
com.amazonaws aws-java-sdk-swf-libraries 1.11.22
com.amazonaws aws-java-sdk-workspaces 1.12.638
com.amazonaws jmespath-java 1.12.638
com.clearspring.analytics stream 2.9.6
com.databricks Rserve 1.8-3
com.databricks databricks-sdk-java 0.27.0
com.databricks jets3t 0.7.1-0
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 2.15.2
com.fasterxml.jackson.core jackson-core 2.15.2
com.fasterxml.jackson.core jackson-databind 2.15.2
com.fasterxml.jackson.dataformat jackson-dataformat-cbor 2.15.2
com.fasterxml.jackson.dataformat jackson-dataformat-yaml 2.15.2
com.fasterxml.jackson.datatype jackson-datatype-joda 2.15.2
com.fasterxml.jackson.datatype jackson-datatype-jsr310 2.16.0
com.fasterxml.jackson.module jackson-module-paranamer 2.15.2
com.fasterxml.jackson.module jackson-module-scala_2.12 2.15.2
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 1.5.5-4
com.github.wendykierp JTransforms 3.1
com.google.code.findbugs jsr305 3.0.0
com.google.code.gson gson 2.10.1
com.google.crypto.tink tink 1.9.0
com.google.errorprone error_prone_annotations 2.10.0
com.google.flatbuffers flatbuffers-java 23.5.26
com.google.guava guava 15.0
com.google.protobuf protobuf-java 3.25.1
com.helger profiler 1.1.1
com.ibm.icu icu4j 75.1
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.microsoft.sqlserver mssql-jdbc 11.2.3.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 1.4.3
com.typesafe.scala-logging scala-logging_2.12 3.7.2
com.uber h3 3.7.3
com.univocity univocity-parsers 2.9.1
com.zaxxer HikariCP 4.0.3
commons-cli commons-cli 1.5.0
commons-codec commons-codec 1.16.0
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 2.13.0
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 0.27
io.delta delta-sharing-client_2.12 1.2.3
io.dropwizard.metrics metrics-annotation 4.2.19
io.dropwizard.metrics metrics-core 4.2.19
io.dropwizard.metrics metrics-graphite 4.2.19
io.dropwizard.metrics metrics-healthchecks 4.2.19
io.dropwizard.metrics metrics-jetty9 4.2.19
io.dropwizard.metrics metrics-jmx 4.2.19
io.dropwizard.metrics metrics-json 4.2.19
io.dropwizard.metrics metrics-jvm 4.2.19
io.dropwizard.metrics metrics-servlets 4.2.19
io.netty netty-all 4.1.108.Final
io.netty netty-buffer 4.1.108.Final
io.netty netty-codec 4.1.108.Final
io.netty netty-codec-http 4.1.108.Final
io.netty netty-codec-http2 4.1.108.Final
io.netty netty-codec-socks 4.1.108.Final
io.netty netty-common 4.1.108.Final
io.netty netty-handler 4.1.108.Final
io.netty netty-handler-proxy 4.1.108.Final
io.netty netty-resolver 4.1.108.Final
io.netty netty-tcnative-boringssl-static 2.0.61.Final-db-r16
io.netty netty-tcnative-boringssl-static 2.0.61.Final-db-r16-linux-aarch_64
io.netty netty-tcnative-boringssl-static 2.0.61.Final-db-r16-linux-x86_64
io.netty netty-tcnative-boringssl-static 2.0.61.Final-db-r16-osx-aarch_64
io.netty netty-tcnative-boringssl-static 2.0.61.Final-db-r16-osx-x86_64
io.netty netty-tcnative-boringssl-static 2.0.61.Final-db-r16-windows-x86_64
io.netty netty-tcnative-classes 2.0.61.Final
io.netty netty-transport 4.1.108.Final
io.netty netty-transport-classes-epoll 4.1.108.Final
io.netty netty-transport-classes-kqueue 4.1.108.Final
io.netty netty-transport-native-epoll 4.1.108.Final
io.netty netty-transport-native-epoll 4.1.108.Final-linux-aarch_64
io.netty netty-transport-native-epoll 4.1.108.Final-linux-riscv64
io.netty netty-transport-native-epoll 4.1.108.Final-linux-x86_64
io.netty netty-transport-native-kqueue 4.1.108.Final-osx-aarch_64
io.netty netty-transport-native-kqueue 4.1.108.Final-osx-x86_64
io.netty netty-transport-native-unix-common 4.1.108.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
io.starburst.openjson openjson 1.8-e.12
io.starburst.openx.data json-serde 1.3.9-e.12
io.starburst.openx.data json-serde-generic-shim 1.3.9-e.12
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
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.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 1.10.11
org.apache.ant ant-jsch 1.10.11
org.apache.ant ant-launcher 1.10.11
org.apache.arrow arrow-format 15.0.0
org.apache.arrow arrow-memory-core 15.0.0
org.apache.arrow arrow-memory-netty 15.0.0
org.apache.arrow arrow-vector 15.0.0
org.apache.avro avro 1.11.3
org.apache.avro avro-ipc 1.11.3
org.apache.avro avro-mapred 1.11.3
org.apache.commons commons-collections4 4.4
org.apache.commons commons-compress 1.23.0
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 3.3.6
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 2.5.2
org.apache.logging.log4j log4j-1.2-api 2.22.1
org.apache.logging.log4j log4j-api 2.22.1
org.apache.logging.log4j log4j-core 2.22.1
org.apache.logging.log4j log4j-layout-template-json 2.22.1
org.apache.logging.log4j log4j-slf4j2-impl 2.22.1
org.apache.orc orc-core 1.9.2-shaded-protobuf
org.apache.orc orc-mapreduce 1.9.2-shaded-protobuf
org.apache.orc orc-shims 1.9.2
org.apache.thrift libfb303 0.9.3
org.apache.thrift libthrift 0.12.0
org.apache.ws.xmlschema xmlschema-core 2.3.0
org.apache.xbean xbean-asm9-shaded 4.23
org.apache.yetus audience-annotations 0.13.0
org.apache.zookeeper zookeeper 3.9.2
org.apache.zookeeper zookeeper-jute 3.9.2
org.checkerframework checker-qual 3.31.0
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.collections eclipse-collections 11.1.0
org.eclipse.collections eclipse-collections-api 11.1.0
org.eclipse.jetty jetty-client 9.4.52.v20230823
org.eclipse.jetty jetty-continuation 9.4.52.v20230823
org.eclipse.jetty jetty-http 9.4.52.v20230823
org.eclipse.jetty jetty-io 9.4.52.v20230823
org.eclipse.jetty jetty-jndi 9.4.52.v20230823
org.eclipse.jetty jetty-plus 9.4.52.v20230823
org.eclipse.jetty jetty-proxy 9.4.52.v20230823
org.eclipse.jetty jetty-security 9.4.52.v20230823
org.eclipse.jetty jetty-server 9.4.52.v20230823
org.eclipse.jetty jetty-servlet 9.4.52.v20230823
org.eclipse.jetty jetty-servlets 9.4.52.v20230823
org.eclipse.jetty jetty-util 9.4.52.v20230823
org.eclipse.jetty jetty-util-ajax 9.4.52.v20230823
org.eclipse.jetty jetty-webapp 9.4.52.v20230823
org.eclipse.jetty jetty-xml 9.4.52.v20230823
org.eclipse.jetty.websocket websocket-api 9.4.52.v20230823
org.eclipse.jetty.websocket websocket-client 9.4.52.v20230823
org.eclipse.jetty.websocket websocket-common 9.4.52.v20230823
org.eclipse.jetty.websocket websocket-server 9.4.52.v20230823
org.eclipse.jetty.websocket websocket-servlet 9.4.52.v20230823
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 2.40
org.glassfish.jersey.containers jersey-container-servlet-core 2.40
org.glassfish.jersey.core jersey-client 2.40
org.glassfish.jersey.core jersey-common 2.40
org.glassfish.jersey.core jersey-server 2.40
org.glassfish.jersey.inject jersey-hk2 2.40
org.hibernate.validator hibernate-validator 6.1.7.Final
org.ini4j ini4j 0.5.4
org.javassist javassist 3.29.2-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 4.0.7
org.json4s json4s-core_2.12 4.0.7
org.json4s json4s-jackson-core_2.12 4.0.7
org.json4s json4s-jackson_2.12 4.0.7
org.json4s json4s-scalap_2.12 4.0.7
org.lz4 lz4-java 1.8.0-databricks-1
org.mlflow mlflow-spark_2.12 2.9.1
org.objenesis objenesis 2.5.1
org.postgresql postgresql 42.6.1
org.roaringbitmap RoaringBitmap 0.9.45-databricks
org.roaringbitmap shims 0.9.45-databricks
org.rocksdb rocksdbjni 9.2.1
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 2.11.0
org.scala-lang.modules scala-java8-compat_2.12 0.9.1
org.scala-lang.modules scala-parser-combinators_2.12 1.1.2
org.scala-lang.modules scala-xml_2.12 1.2.0
org.scala-sbt test-interface 1.0
org.scalacheck scalacheck_2.12 1.14.2
org.scalactic scalactic_2.12 3.2.16
org.scalanlp breeze-macros_2.12 2.1.0
org.scalanlp breeze_2.12 2.1.0
org.scalatest scalatest-compatible 3.2.16
org.scalatest scalatest-core_2.12 3.2.16
org.scalatest scalatest-diagrams_2.12 3.2.16
org.scalatest scalatest-featurespec_2.12 3.2.16
org.scalatest scalatest-flatspec_2.12 3.2.16
org.scalatest scalatest-freespec_2.12 3.2.16
org.scalatest scalatest-funspec_2.12 3.2.16
org.scalatest scalatest-funsuite_2.12 3.2.16
org.scalatest scalatest-matchers-core_2.12 3.2.16
org.scalatest scalatest-mustmatchers_2.12 3.2.16
org.scalatest scalatest-propspec_2.12 3.2.16
org.scalatest scalatest-refspec_2.12 3.2.16
org.scalatest scalatest-shouldmatchers_2.12 3.2.16
org.scalatest scalatest-wordspec_2.12 3.2.16
org.scalatest scalatest_2.12 3.2.16
org.slf4j jcl-over-slf4j 2.0.7
org.slf4j jul-to-slf4j 2.0.7
org.slf4j slf4j-api 2.0.7
org.slf4j slf4j-simple 1.7.25
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 1.1.10.3
org.yaml snakeyaml 2.0
oro oro 2.0.8
pl.edu.icm JLargeArrays 1.5
software.amazon.cryptools AmazonCorrettoCryptoProvider 2.4.1-linux-x86_64
stax stax-api 1.0.1