Databricks Runtime 16.2 (Beta)

Beta

Databricks Runtime 16.2 is in Beta. The contents of the supported environments may 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 16.2, powered by Apache Spark 3.5.0.

Note

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

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.

Behavioral changes

In Delta Sharing, table history is enabled by default

Shares created using the SQL command ALTER SHARE <share> ADD TABLE <table> now have history sharing (WITH HISTORY) enabled by default. See ALTER SHARE.

Credential SQL statements return an error when there’s a credential type mismatch

With this release, if the credential type specified in a DROP CREDENTIAL statement doesn’t match the type of the credential to drop, an error is returned and the statement is not run. For example, for the statement DROP STORAGE CREDENTIAL 'credential-name', if credential-name is not a storage credential, the statement fails with an error.

This change is made to help prevent user errors. Previously, the DROP CREDENTIAL statement would run successfully, even if a credential was passed that didn’t match the specified credential type. For example, before this change, the following statement would successfully drop storage-credential: DROP SERVICE CREDENTIAL storage-credential.

See DROP CREDENTIAL in the SQL reference.

New features and improvements

Notebooks are supported as workspace files

In Databricks Runtime 16.2 and above, notebooks are supported as workspace files. You can now programmatically write, read, and delete notebooks like any other file. This allows for programmatic interaction with notebooks from anywhere the workspace filesystem is available. For more information, see Notebooks as workspace files.

Use the timestampdiff & timestampadd in generated column expressions

In Databricks Runtime 16.2 and above, you can use the timestampdiff and timestampadd functions in Delta Lake generated column expressions. See Delta Lake generated columns.

Support for SQL Pipeline Syntax

In Databricks Runtime 16.2 and above, you can compose SQL pipelines. A SQL pipeline structures a standard query, such as SELECT c2 FROM T WHERE c1 = 5, into a step-by-step sequence, as shown in the following example:

FROM T
|> SELECT c2
|> WHERE c1 = 5

To learn about the supported syntax for SQL pipelines, see SQL Pipeline Syntax.

For background on this cross-industry extension, see SQL Has Problems. We Can Fix Them: Pipe Syntax In SQL (by Google Research).

Update to DESCRIBE TABLE returns metadata as structured JSON

In Databricks Runtime 16.2 and above, you can use the DESCRIBE TABLE AS JSON command to return table metadata as a JSON document. The JSON output is more structured than the default human-readable report and can be used to programmatically interpret a table’s schema. To learn more, see DESCRIBE TABLE AS JSON.

Trailing blank insensitive collations

Databricks Runtime 16.2 adds support for trailing blank insensitive collations, adding to the collation support added in Databricks Runtime 16.1. For example, these collations treat 'Hello' and 'Hello    ' as equal. To learn more, see RTRIM collation.

Convert Iceberg tables with bucket partitioning to unpartitioned Delta tables

The CONVERT TO DELTA and CREATE TABLE CLONE statements now support converting an Iceberg table with bucket partitioning to an unpartitioned Delta table.

Bug fixes

Improved incremental clone processing

This release includes a fix for an edge case where an incremental CLONE might re-copy files already copied from a source table to a target table. See Clone a table on Databricks.

Library upgrades

  • Upgraded Python libraries:

  • Upgraded R libraries:

  • Upgraded Java libraries:

    • org.json4s.json4s-ast_2.12 from 3.7.0-M11 to 4.0.7

    • org.json4s.json4s-core_2.12 from 3.7.0-M11 to 4.0.7

    • org.json4s.json4s-jackson_2.12 from 3.7.0-M11 to 4.0.7

    • org.json4s.json4s-scalap_2.12 from 3.7.0-M11 to 4.0.7

Apache Spark

Databricks Runtime 16.2 includes Apache Spark 3.5.0. This release includes all Spark fixes and improvements included in Databricks Runtime 16.1, as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-50596] [DBRRM-1507] Revert “[SC-184060][PYTHON] Upgrade Py4J from 0.10.9.7 to 0.10.9.8”

  • [SPARK-50904] [SC-186976][SQL] Fix collation expression walker query execution

  • [SPARK-49666] [SQL] Enable trimming tests for InSet expression

  • [SPARK-50669] [SC-184566][ES-1327450][SQL] Change the signature of TimestampAdd expression

  • [SPARK-50795] [16.x][SC-186719][SQL] Store timestamp as long type in describe LinkedHashMap

  • [SPARK-50596] [SC-184060][PYTHON] Upgrade Py4J from 0.10.9.7 to 0.10.9.8

  • [SPARK-50818] Revert “Revert “Revert “[SC-186458][PYTHON] Replace has_numpy with have_numpy”””

  • [SPARK-50870] [SC-186950][SQL] Add the timezone when casting to timestamp in V2ScanRelationPushDown

  • [SPARK-50735] [SC-186944][CONNECT] Failure in ExecuteResponseObserver results in infinite reattaching requests

  • [SPARK-50522] [SC-186500][SQL] Support for indeterminate collation

  • [SPARK-50525] [SC-186058][SQL] Define InsertMapSortInRepartitionExpressions Optimizer Rule

  • [SPARK-50679] [SC-184572][SQL] Duplicated common expressions in different With should be projected only once

  • [SPARK-50847] [SC-186916] [SQL] Deny ApplyCharTypePadding from applying on specific In expressions

  • [SPARK-50714] [SC-186786][SQL][SS] Enable schema evolution for TransformWithState when Avro encoding is used

  • [SPARK-50818] Revert “Revert “[SC-186458][PYTHON] Replace has_numpy with have_numpy””

  • [SPARK-50795] [SC-186390][SQL] Display all DESCRIBE AS JSON dates in ISO-8601 format and types as dataType.simpleString

  • [SPARK-50561] [SC-185924][SQL] DBR 16.x cherrypick: Improve type coercion and boundary checking for UNIFORM SQL function

  • [SPARK-50700] [SC-184845][SQL] spark.sql.catalog.spark_catalog supports builtin magic value

  • [SPARK-50831] [SC-186736][BEHAVE-222][SQL] Enable trimming collation by default

  • [SPARK-50263] [SC-186793][CONNECT] Replace System.currentTimeMillis with System.nanoTime

  • [SPARK-50818] Revert “[SC-186458][PYTHON] Replace has_numpy with have_numpy

  • [SPARK-48730] [SC-184926][SQL] Implement CreateSQLFunctionCommand for SQL Scalar and Table Functions

  • [SPARK-50830] [SC-186718] [SQL] Return single-pass result as the dual run analysis result

  • [SPARK-50707] [SC-186098][SQL] Enable casting to/from char/varchar

  • [SPARK-49490] [SC-182137][SQL] Add benchmarks for initCap

  • [SPARK-50529] [SC-184535][SQL] Change char/varchar behavior under the spark.sql.preserveCharVarcharTypeInfo config

  • [SPARK-49632] [SC-184179][SQL] Remove the ANSI config suggestion in CANNOT_PARSE_TIMESTAMP

  • [SPARK-50815] [SC-186487][PYTHON][SQL] Fix bug where passing null Variants in createDataFrame causes it to fail and add Variant support in createDataFrame in Spark Connect

  • [SPARK-50828] [SC-186493][PYTHON][ML][CONNECT] Deprecate pyspark.ml.connect

  • [SPARK-50600] [SC-186057][CONNECT][SQL] Set analyzed on analysis failure

  • [SPARK-50824] [SC-186472][PYTHON] Avoid importing optional Python packages for checking

  • [SPARK-50818] [SC-186458][PYTHON] Replace has_numpy with have_numpy

  • [SPARK-50722] [SC-185523][SQL] Detect self-contained WITH nodes

  • [SPARK-50755] [SC-185521][SQL] Pretty plan display for InsertIntoHiveTable

  • [SPARK-50756] [SC-185552]Revert “[SQL] Use error class for exceptions in SparkConf.validateSettings”

  • [SPARK-50789] [SC-186312][CONNECT] The inputs for typed aggregations should be analyzed

  • [SPARK-50791] [SC-185867][SC-186338][SQL] Fix NPE in State Store error handling

  • [SPARK-50801] [SC-186365] [SQL] Improve PlanLogger.logPlanResolution so it shows just unresolved and resolved plans

  • [SPARK-50749] [SC-185925][SQL] Fix ordering bug in CommutativeExpression.gatherCommutative method

  • [SPARK-50783] [SC-186347] Canonicalize JVM profiler results file name and layout on DFS

  • [SPARK-50790] [SC-186354][PYTHON] Implement parse json in pyspark

  • [SPARK-50738] [SC-184856][PYTHON] Upgrade black to 23.12.1

  • [SPARK-50764] [SC-185930][PYTHON] Refine the docstring of xpath related methods

  • [SPARK-50798] [SC-186277][SQL] Improve NormalizePlan

  • [SPARK-49883] [SC-183787][SS] State Store Checkpoint Structure V2 Integration with RocksDB and RocksDBFileManager

  • [SPARK-50779] [SC-186062][SQL] Adding feature flag for object level collations

  • [SPARK-50778] [SC-186183][PYTHON] Add metadataColumn to PySpark DataFrame

  • [SPARK-49565] [SC-186056][SQL] DBR 16.x cherrypick: Improve auto-generated expression aliases with pipe SQL operators

  • [SPARK-50541] [16.x][SC-184937] Describe Table As JSON

  • [SPARK-50772] [SC-185923][SQL] DBR 16.x cherrypick: Retain table aliases after SET, EXTEND, DROP operators

  • [SPARK-50769] [SC-185919][SQL] Fix ClassCastException in HistogramNumeric

  • [SPARK-49025] [SC-174667] Sync Delta code diff to DBR

  • [SPARK-50752] [SC-185547][PYTHON][SQL] Introduce configs for tuning Python UDF without Arrow

  • [SPARK-50705] [SC-185944][SQL] Make QueryPlan lock-free

  • [SPARK-50690] [16.x][SC-184640][BEHAVE-211][SQL] Fix discrepancy in DESCRIBE TABLE view query output columns quoting

  • [SPARK-50746] [SC-184932][SQL] Replace Either with VariantPathSegment.

  • [SPARK-50715] [SC-185546][PYTHON][CONNECT] SparkSession.Builder sets the configs in batch

  • [SPARK-50480] [SC-183359][SQL] Extend CharType and VarcharType from StringType

  • [SPARK-50675] [SC-184539][SQL] Table and view level collations support

  • [SPARK-50409] [BEHAVE-194][SC-184516][SQL] Fix set statement to ignore ; at the end of SET;, SET -v; and SET key;

  • [SPARK-50743] [SC-185528][SQL] Normalize CTERelationDef and CTERelationRef IDs

  • [SPARK-50756] [SC-185520][SQL] Use error class for exceptions in SparkConf.validateSettings

  • [SPARK-50693] [SC-184684][CONNECT] The inputs for TypedScalaUdf should be analyzed

  • [SPARK-50744] [SC-184929][SQL] Add a test case for view/CTE name resolution precedence

  • [SPARK-50710] [SC-184767][CONNECT] Add support for optional client reconnection to sessions after release

  • [SPARK-50703] [SC-184843][PYTHON] Refine the docstring of regexp_replace, regexp_substr, and regexp_instr

  • [SPARK-50716] [SC-184823][CORE] Fix the cleanup logic for symbolic links in JavaUtils.deleteRecursivelyUsingJavaIO method

  • [SPARK-50630] [SC-184443][SQL] Fix GROUP BY ordinal support for pipe SQL AGGREGATE operators

  • [SPARK-50614] [SC-184729][SQL] Add Variant shredding support for Parquet

  • [SPARK-50661] [SASP-4936] Add backward-compatibility for old client FEB.

  • [SPARK-50676] [SC-184641][SQL] Remove unused private lazy val mapValueContainsNull from ElementAt

  • [SPARK-50515] [SC-183813][CORE] Add read-only interface to SparkConf

  • [SPARK-50697] [SC-184702][SQL] Enable tail-recursion wherever possible

  • [SPARK-50642] [SC-184726][SC-183517][CONNECT][SS][2/N][16.x]Fix the state schema for FlatMapGroupsWithState in spark connect when there is no initial state

  • [SPARK-50701] [SC-184704][PYTHON] Make plotting require the minimum plotly version

  • [SPARK-50702] [SC-184727][PYTHON] Refine the docstring of regexp_count, regexp_extract and regexp_extract_all

  • [SPARK-50499] [SC-184177][PYTHON] Expose metrics from BasePythonRunner

  • [SPARK-50692] [SC-184705][16.x] Add RPAD pushdown support

  • [SPARK-50682] [SC-184579][SQL] Inner Alias should be canonicalized

  • [SPARK-50699] [SC-184695][PYTHON] Parse and generate DDL string with a specified session

  • [SPARK-50573] [SC-184568][SS] Adding State Schema ID to State Rows to schema evolution

  • [SPARK-50661] [SC-184639][CONNECT][SS][SASP-4936] Fix Spark Connect Scala foreachBatch impl. to support Dataset[T].

  • [SPARK-50689] [SC-184591][SQL] Enforce deterministic ordering in LCA project lists

  • [SPARK-50696] [SC-184667][PYTHON] Optimize Py4J call for DDL parse method

  • [SPARK-49670] [SC-182902][SQL] Enable trim collation for all passthrough expressions

  • [SPARK-50673] [SC-184565][ML] Avoid traversing model coefficients twice in Word2VecModel constructor

  • [SPARK-50310] [SC-184663]Revert “[CONNECT][PYTHON] Call with_origin_to_class when the Column initializing”

  • [SPARK-50687] [SC-184588][PYTHON] Optimize the logic to get stack traces for DataFrameQueryContext

  • [SPARK-50681] [SC-184662][PYTHON][CONNECT] Cache the parsed schema for MapInXXX and ApplyInXXX

  • [SPARK-50674] [SC-184589][PYTHON] Fix check for ‘terminate’ method existence in UDTF evaluation

  • [SPARK-50684] [SC-184582][PYTHON] Improve Py4J performance in DataFrameQueryContext

  • [SPARK-50578] [DBR16.x][SC-184559][PYTHON][SS] Add support for new version of state metadata for TransformWithStateInPandas

  • [SPARK-50602] [SC-184439][SQL] Fix transpose to show a proper error message when invalid index columns are specified

  • [SPARK-50650] [SC-184532][SQL] Improve logging in single-pass Analyzer

  • [SPARK-50665] [SC-184533][SQL] Substitute LocalRelation with ComparableLocalRelation in NormalizePlan

  • [SPARK-50644] [SC-184486][SQL] Read variant struct in Parquet reader.

  • [SPARK-49636] [SC-184089][SQL] Remove the ANSI config suggestion in INVALID_ARRAY_INDEX and INVALID_ARRAY_INDEX_IN_ELEMENT_AT

  • [SPARK-50659] [SC-184514][SQL] Refactor Union output computation out to reuse it in the single-pass Analyzer

  • [SPARK-50659] [SC-184512][SQL] Move Union-related errors to QueryCompilationErrors

  • [SPARK-50530] [SC-183419][SQL] Fix bad implicit string type context calculation

  • [SPARK-50546] [SC-183807][SQL] Add subquery cast support to collation type coercion

  • [SPARK-50405] [SC-182889][SQL] Handle collation type coercion of complex data types properly

  • [SPARK-50637] [SC-184434][SQL] Fix code style for the single-pass Analyzer

  • [SPARK-50638] [SC-184435][SQL] Refactor the view resolution into the separate file to reuse it in the single-pass Analyzer

  • [SPARK-50615] [SC-184298][SQL] Push variant into scan.

  • [SPARK-50619] [SC-184210][SQL] Refactor VariantGet.cast to pack the cast arguments

  • [SPARK-50599] [SC-184058][SQL] Create the DataEncoder trait that allows for Avro and UnsafeRow encoding

  • [SPARK-50076] [SC-183809] Fix logkeys

  • [SPARK-50597] [SC-183972][SQL] Refactor batch construction in Optimizer.scala and SparkOptimizer.scala

  • [SPARK-50339] [SC-183063][SPARK-50360][SS] Enable changelog to store lineage information

  • [SPARK-50526] [SC-183811][SS] Add store encoding format conf into offset log and block non supported stateful operators from using avro

  • [SPARK-50540] [SC-183810][PYTHON][SS] Fix string schema for StatefulProcessorHandle

  • [SPARK-50157] [SC-183789][SQL] Using SQLConf provided by SparkSession first.

  • [SPARK-48898] [SC-183793][SQL] Set nullability correctly in the Variant schema

  • [SPARK-50559] [SC-183814][SQL] Store Except, Intersect and Union’s outputs as lazy vals

  • [SPARK-48416] [SC-183643][SQL] Support nested correlated With expression

  • [SPARK-50428] [SC-183566][SS][PYTHON] Support TransformWithStateInPandas in batch queries

  • [SPARK-50063] [SC-183350][SQL][CONNECT] Add support for Variant in the Spark Connect Scala client

  • [SPARK-50544] [SC-183569][PYTHON][CONNECT] Implement StructType.toDDL

  • [SPARK-50443] [SC-182590][SS] Fixing Maven build errors introduced by Guava cache in RocksDBStateStoreProvider

  • [SPARK-50491] [SC-183434][SQL] Fix bug where empty BEGIN END blocks throw an error

  • [SPARK-50536] [SC-183443][CORE] Log downloaded archive file sizes in SparkContext and Executor

  • [SPARK-45891] [SC-183439][SQL] Rebuild variant binary from shredded data.

  • [SPARK-49565] [SC-183465][SQL] Add SQL pipe syntax for the FROM operator

  • [SPARK-50497] [SC-183338][SQL] Fail queries with proper message if MultiAlias contains non-generator function

  • [SPARK-50460] [SC-183375][PYTHON][CONNECT] Generalize and simplify Connect exception handling

  • [SPARK-50537] [SC-183452][CONNECT][PYTHON] Fix compression option being overwritten in df.write.parquet

  • [SPARK-50329] [SC-183358][SQL] fix InSet$toString

  • [SPARK-50524] [SC-183364][SQL] Lower RowBasedKeyValueBatch.spill warning message to debug level

  • [SPARK-50528] [SC-183385][CONNECT] Move InvalidCommandInput to common module

  • [SPARK-50017] [SC-182438][SS] Support Avro encoding for TransformWithState operator

  • [SPARK-50310] [SC-182660][PYTHON] Add spark.python.sql.dataFrameDebugging.enabled to allow list

  • [SPARK-50463] [SC-182833][SQL] Fix ConstantColumnVector with Columnar to Row conversion

  • [SPARK-50235] [SC-180786][SQL] Clean up ColumnVector resource after processing all rows in ColumnarToRowExec

  • [SPARK-50310] [SC-182660][PYTHON] Add a flag to disable DataFrameQueryContext for PySpark

  • [SPARK-50516] [SC-183279][SS][MINOR] Fix the init state related test to use StreamManualClock

  • [SPARK-50478] [SC-183188][SQL] Fix StringType matching

  • [SPARK-50492] [SC-183177][SS] Fix java.util.NoSuchElementException when event time column is dropped after dropDuplicatesWithinWatermark

  • [SPARK-49566] [SC-182589][SQL] Add SQL pipe syntax for the SET operator

  • [SPARK-50449] [SC-183178][SQL] Fix SQL Scripting grammar allowing empty bodies for loops, IF and CASE

  • [SPARK-50251] [SC-180970][PYTHON] Add getSystemProperty to PySpark SparkContext

  • [SPARK-50421] [SC-183091][CORE] Fix executor related memory config incorrect when multiple resource profiles worked

  • [SPARK-49461] [SC-179572][SS] Persistent Checkpoint ID to commit logs and read it back

  • [SPARK-50343] [SC-183119][SPARK-50344][SQL] Add SQL pipe syntax for the DROP and AS operators

  • [SPARK-50481] [SC-182880][CORE] Improve SortShuffleManager.unregisterShuffle to skip checksum file logic if checksum is disabled

  • [SPARK-50498] [SC-183090][PYTHON] Avoid unnecessary py4j call in listFunctions

  • [SPARK-50489] [SC-183053][SQL][PYTHON] Fix self-join after applyInArrow

  • [SPARK-49695] [SC-182967][SC-176968][BEHAVE-198][SQL] Postgres fix xor push-down

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 24.04.1 LTS

  • Java: Zulu17.54+21-CA

  • Scala: 2.12.18

  • 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

entrypoints

0.4

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

2.15.1

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

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

1.2.2

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

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