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Databricks Runtime 16.3 (Beta)

Beta

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.

ヒント

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