Databricks Runtime 10.5 (unsupported)

The following release notes provide information about Databricks Runtime 10.5, powered by Apache Spark 3.2.1. Databricks released these images in May 2022.

Note

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

New features and improvements

SQL: New functions to_number and try_to_number

The to_number function and try_to_number function allow you to convert character representations of numbers in various formats to DECIMAL.

SQL: New function try_sum

Unlike sum, the try_sum aggregate function returns NULL instead of an error when an overflow occurs.

SQL: Update to ceil, ceiling, and floor functions

The ceil function, ceiling function, and floor function now support a second optional argument to specify a target scale.

SQL: New aggregate functions regr_avgx and regr_avgy

The new regr_avgx aggregate function and regr_avgy aggregate function support linear regressions.

SQL: Update to contains, startswith, and endswith functions

The contains function, startswith function, and endswith function now support binary data types as input in addition to strings.

SQL: New function array_size

The new array_size function calculates the size of an array.

Auto Loader: new SQL function CLOUD_FILES_STATE

You can use the new CLOUD_FILES_STATE function to query the internal state of an Auto Loader stream; see Querying files discovered by Auto Loader.

Auto Loader: file notification support is now GA

File notification support for What is Auto Loader? on Google Cloud is now generally available.

Delta Lake: new maxRecordsPerFile option for maximum records written to a single file

When you use the DataFrame APIs to write to a Delta table, you can use the maxRecordsPerFile option to specify the maximum number of records to write to a single file. Specifying a value of zero or a negative value represents no limit. See Configure Delta Lake to control data file size.

Deprecation of Koalas

Koalas is now deprecated. Koalas provides pandas APIs on top of Apache Spark. Koalas was contributed to by the community and has been available as pandas API on Spark beginning in Apache Spark 3.2. Koalas continues to be preinstalled for Databricks Runtime 10.5, but Koalas will no longer be preinstalled beginning with the next Databricks Runtime version.

To learn more about pandas API on Spark, see:

• Pandas API on Spark in the Databricks documentation

• Pandas API on Spark in the Apache Spark documentation

• Migrating from Koalas to pandas API on Spark in the Apache Spark documentation

Google BigQuery connector: Arrow compression codec for reads is now configurable

You can now configure the Arrow compression codec that the Google BigQuery connector uses for reads, by setting the arrowCompressionCodec DataFrame option. Available options include:

• COMPRESSION_UNSPECIFIED: no compression is used (the default)

• ZSTD: Zstandard compression

• LZ4_FRAME: See LZ4 Frame Format Description

New _metadata column for all file formats

You can get metadata information for input files with the _metadata column. The _metadata column is hidden. This column is available for all input file formats. To include the _metadata column in a returned DataFrame, you must explicitly reference this column in your query. See File metadata column.

Test your Delta Live Tables pipeline with Databricks Runtime 10.5

Databricks Runtime 10.5 is now the supported preview version for Delta Live Tables. To test your pipeline with Databricks Runtime 10.5, set the channel setting to preview in your pipeline settings.

Bug fixes

• Fixed the display of numUpdatedRows and numCopiedRows metric results for update operations on Delta tables that have change data capture (CDC) enabled.

Library upgrades

• Upgraded Python libraries:

  • plotly from 5.5.0 to 5.6.0

• Upgraded R libraries:

  • base from 4.1.2 to 4.1.3

  • caret from 6.0-90 to 6.0-91

  • cluster from 2.1.2 to 2.1.3

  • commonmark from 1.7 to 1.8.0

  • compiler from 4.1.2 to 4.1.3

  • crayon from 1.5.0 to 1.5.1

  • datasets from 4.1.2 to 4.1.3

  • desc from 1.4.0 to 1.4.1

  • fansi from 1.0.2 to 1.0.3

  • glue from 1.6.1 to 1.6.2

  • graphics from 4.1.2 to 4.1.3

  • grDevices from 4.1.2 to 4.1.3

  • grid from 4.1.2 to 4.1.3

  • knitr from 1.37 to 1.38

  • MASS from 7.3-55 to 7.3-56

  • Matrix from 1.4-0 to 1.4-1

  • methods from 4.1.2 to 4.1.3

  • mgcv from 1.8-39 to 1.8-40

  • nlme from 3.1-155 to 3.1-157

  • openssl from 1.4.6 to 2.0.0

  • parallel from 4.1.2 to 4.1.3

  • plyr from 1.8.6 to 1.8.7

  • processx from 3.5.2 to 3.5.3

  • r2d3 from 0.2.5 to 0.2.6

  • Rcpp from 1.0.8 to 1.0.8.3

  • rlang from 1.0.1 to 1.0.2

  • rmarkdown from 2.11 to 2.13

  • RSQLite from 2.2.10 to 2.2.11

  • sass from 0.4.0 to 0.4.1

  • splines from 4.1.2 to 4.1.3

  • stats from 4.1.2 to 4.1.3

  • stats4 from 4.1.2 to 4.1.3

  • tcltk from 4.1.2 to 4.1.3

  • tools from 4.1.2 to 4.1.3

  • utils from 4.1.2 to 4.1.3

  • uuid from 1.0-3 to 1.0-4

  • waldo from 0.3.1 to 0.4.0

  • withr from 2.4.3 to 2.5.0

  • xfun from 0.29 to 0.30

• Upgraded Java libraries:

  • com.h2database.h2 from 1.4.195 to 2.1.210

  • org.apache.hadoop.hadoop-client-api from 3.3.1-databricks to 3.3.2-databricks

  • org.apache.hadoop.hadoop-client-runtime from 3.3.1 to 3.3.2

  • org.rocksdb.rocksdbjni from 6.24.2 to 6.20.3

Apache Spark

Databricks Runtime 10.5 includes Apache Spark 3.2.1. This release includes all Spark fixes and improvements included in Databricks Runtime 10.4 LTS, as well as the following additional bug fixes and improvements made to Spark:

• [SPARK-38354] [SC-97886] Revert “[SQL] Add hash probes metric for shuffled hash join”

• [SPARK-38484] [SAS-103][SAS-111][SAS-113][SC-98102][Cherry-Pick] Instrument PySpark SQL module with general usage logger

• [SPARK-38333] [SQL] PlanExpression expression should skip addExprTree function in Executor

• [SPARK-38646] [PYTHON][10.x] Pull a trait out for Python functions

• [SPARK-38674] [PHOTON] Add a metric to PhotonSubqueryBroadcastExec

• [SPARK-38787] [SS] Replace found value with non-null element in the remaining list for key and remove remaining null elements from values in keyWithIndexToValue store for stream-stream joins

• [SPARK-38446] [Core] Fix deadlock between ExecutorClassLoader and FileDownloadCallback caused by Log4j

• [SPARK-38705] [SQL] Use function identifier in create and drop function command

• [SPARK-38684] [SS] Fix correctness issue on stream-stream outer join with RocksDB state store provider

• [SPARK-38655] [SQL] OffsetWindowFunctionFrameBase cannot find the offset row whose input is not-null

• [SPARK-38204] [SS] Use StatefulOpClusteredDistribution for stateful operators with respecting backward compatibility

• [SPARK-38616] [SQL] Keep track of SQL query text in Catalyst TreeNode

• [SPARK-38600] [SQL] Include unit into the sql string of TIMESTAMPADD/DIFF

• [SPARK-34805] [SQL] Propagate metadata from nested columns in Alias

• [SPARK-38535] [SQL] Add the datetimeUnit enum and use it in TIMESTAMPADD/DIFF

• [SPARK-38415] [SQL] Update the histogram_numeric (x, y) result type to make x == the input type

• [SPARK-38148] [SQL] Do not add dynamic partition pruning if there exists static partition pruning

• [SPARK-37527] [SQL] Compile COVAR_POP, COVAR_SAMP and CORR in H2Dialet

• [SPARK-38510] [SQL] Retry ClassSymbol.selfType to work around cyclic references

• [SPARK-38509] [SQL] Unregister the TIMESTAMPADD/DIFF functions and remove DATE_ADD/DIFF

• [SPARK-38504] [SQL] Cannot read TimestampNTZ as TimestampLTZ

• [SPARK-38526] [SQL] Fix misleading function alias name for RuntimeReplaceable

• [SPARK-38335] [SQL] Implement parser support for DEFAULT column values

• [SPARK-38593] [SS] Carry over the metric of the number of dropped late events into SessionWindowStateStoreSaveExec

• [SPARK-38549] [SS] Add numRowsDroppedByWatermark to SessionWindowStateStoreRestoreExec

• [SPARK-38583] [SQL] Restore the behavior of to_timestamp that allows numeric types

• [SPARK-38481] [SQL] Substitute Java overflow exception from TIMESTAMPADD by Spark exception

• [SPARK-37753] [SQL] Fine tune logic to demote Broadcast hash join in DynamicJoinSelection

• [SPARK-37582] [SPARK-37583][SQL] CONTAINS, STARTSWITH, ENDSWITH should support both string and binary types

• [SPARK-38345] [SQL] Introduce SQL function ARRAY_SIZE

• [SPARK-38385] [SQL] Improve error messages of empty statement and <EOF> in ParseException

• [SPARK-37614] [SQL] Support ANSI Aggregate Function: regr_avgx & regr_avgy

• [SPARK-38560] [SQL] If Sum, Count, Any accompany with distinct, cannot do partial agg push down.

• [SPARK-38360] [SQL][SS][PYTHON] Introduce a exists function for TreeNode to eliminate duplicate code patterns

• [SPARK-38385] [SQL] Improve error messages of ‘mismatched input’ cases from ANTLR

• [SPARK-38240] [SQL] Improve RuntimeReplaceable and add a guideline for adding new functions

• [SPARK-38542] [SQL]UnsafeHashedRelation should serialize numKeys out

• [SPARK-38521] [SQL] Change partitionOverwriteMode from string to variable in Scala

• [SPARK-38558] [SQL] Remove unnecessary casts between IntegerType and IntDecimal

• [SPARK-38489] [SQL] Aggregate.groupOnly support foldable expressions

• [SPARK-38410] [SQL] Support specify initial partition number for rebalance

• [SPARK-38107] [SQL] Use error classes in the compilation errors of python/pandas UDFs

• [SPARK-38354] [SQL] Add hash probes metric for shuffled hash join

• [SPARK-38112] [SQL] Use error classes in the execution errors of date/timestamp handling

• [SPARK-38361] [SQL] Add factory method getConnection into JDBCDialect.

• [SPARK-37865] [SQL] Fix union deduplication correctness bug

• [SPARK-38298] [SQL][Tests] Fix DataExpressionSuite, NullExpressionsSuite, StringExpressionsSuite, complexTypesSuite, CastSuite under ANSI mode

• [SPARK-38407] [SQL] ANSI Cast: loosen the limitation of casting non-null complex types

• [SPARK-38352] [SQL] Fix DataFrameAggregateSuite/DataFrameSetOperationsSuite/DataFrameWindowFunctionsSuite under ANSI mode

• [SPARK-38054] [SQL] Supports list namespaces in JDBC v2 MySQL dialect

• [SPARK-37960] [SQL] A new framework to represent catalyst expressions in DS v2 APIs

• [SPARK-38103] [SQL] Migrate parsing errors of transform into the new error framework

• [SPARK-38519] [SQL] AQE throw exception should respect SparkFatalException

• [SPARK-38528] [SQL] Eagerly iterate over aggregate sequence when building project list in ExtractGenerator

• [SPARK-38320] [SS] Fix flatMapGroupsWithState timeout in batch with data for key

• [SPARK-38442] [SQL] Fix ConstantFoldingSuite/ColumnExpressionSuite/DataFrameSuite/AdaptiveQueryExecSuite under ANSI mode

• [SPARK-38268] [SQL] Hide the “failOnError” field in the toString method of Abs/CheckOverflow

• [SPARK-37949] [SQL] Improve Rebalance statistics estimation

• [SPARK-38450] [SQL] Fix HiveQuerySuite//PushFoldableIntoBranchesSuite/TransposeWindowSuite under ANSI mode

• [SPARK-38501] [SQL] Fix thriftserver test failures under ANSI mode

• [SPARK-37895] [SQL] Filter push down column with quoted columns

• [SPARK-38449] [SQL] Avoid call createTable when ignoreIfExists=true and table exists

• [SPARK-38406] [SQL] Improve performance of ShufflePartitionsUtil createSkewPartitionSpecs

• [SPARK-37947] [SQL] Extract generator from GeneratorOuter expression contained by a Generate operator.

• [SPARK-38309] [CORE] Fix SHS shuffleTotalReads and shuffleTotalBlocks percentile metrics

• [SPARK-38412] [SS] Fix the swapped sequence of from and to in StateSchemaCompatibilityChecker

• [SPARK-38267] [CORE][SQL][SS] Replace pattern matches on boolean expressions with conditional statements

• [SPARK-38104] [SQL] Migrate parsing errors of window into the new error framework

• [SPARK-38434] [SQL] Correct semantic of CheckAnalysis.getDataTypesAreCompatibleFn method

• [SPARK-38033] [SS] The SS processing cannot be started because the com…

• [SPARK-38378] [SQL] Refactoring of the ANTLR grammar definition into separate Parser and Lexer files

• [SPARK-37475] [SQL] Add scale parameter to floor and ceil functions

• [SPARK-38411] [CORE] Use UTF-8 when doMergeApplicationListingInternal reads event logs

• [SPARK-36553] [ML] KMeans avoid compute auxiliary statistics for large K

• [SPARK-38393] [SQL] Clean up deprecated usage of GenSeq/GenMap

• [SPARK-38389] [SQL] Add the DATEDIFF() and DATE_DIFF() aliases for TIMESTAMPDIFF()

• [SPARK-33206] [CORE][3.2] Fix shuffle index cache weight calculation for small index files

• [SPARK-38353] [PYTHON] Instrument enter and exit magic methods for Pandas API on Spark

• [SPARK-38323] [SQL][Streaming] Support the hidden file metadata in Streaming

• [SPARK-38138] [SQL] Materialize QueryPlan subqueries

• [SPARK-38094] Enable matching schema column names by field ids

• [SPARK-37923] [SQL] Generate partition transforms for BucketSpec inside parser

• [SPARK-38363] [SQL] Avoid runtime error in Dataset.summary()/Dataset.describe() when ANSI mode is on

• [SPARK-38284] [SQL] Add the TIMESTAMPDIFF() function

• [SPARK-38251] [SQL] Change Cast.toString as “cast” instead of “ansi_cast” under ANSI mode

• [SPARK-38314] [SQL] Fix of failing to read parquet files after writing the hidden file metadata in

See Databricks Runtime 10.5 maintenance updates.

System environment

• Operating System: Ubuntu 20.04.4 LTS

• Java: Zulu 8.56.0.21-CA-linux64

• Scala: 2.12.14

• Python: 3.8.10

• R: 4.1.3

• Delta Lake: 1.2.1

Installed Python libraries

Library	Version	Library	Version	Library	Version
Antergos Linux	2015.10 (ISO-Rolling)	appdirs	1.4.4	argon2-cffi	20.1.0
async-generator	1.10	attrs	20.3.0	backcall	0.2.0
bidict	0.21.4	bleach	3.3.0	boto3	1.16.7
botocore	1.19.7	certifi	2020.12.5	cffi	1.14.5
chardet	4.0.0	cycler	0.10.0	Cython	0.29.23
dbus-python	1.2.16	decorator	5.0.6	defusedxml	0.7.1
distlib	0.3.4	distro-info	0.23ubuntu1	entrypoints	0.3
facets-overview	1.0.0	filelock	3.6.0	idna	2.10
ipykernel	5.3.4	ipython	7.22.0	ipython-genutils	0.2.0
ipywidgets	7.6.3	jedi	0.17.2	Jinja2	2.11.3
jmespath	0.10.0	joblib	1.0.1	jsonschema	3.2.0
jupyter-client	6.1.12	jupyter-core	4.7.1	jupyterlab-pygments	0.1.2
jupyterlab-widgets	1.0.0	kiwisolver	1.3.1	koalas	1.8.2
MarkupSafe	2.0.1	matplotlib	3.4.2	mistune	0.8.4
nbclient	0.5.3	nbconvert	6.0.7	nbformat	5.1.3
nest-asyncio	1.5.1	notebook	6.3.0	numpy	1.20.1
packaging	20.9	pandas	1.2.4	pandocfilters	1.4.3
parso	0.7.0	patsy	0.5.1	pexpect	4.8.0
pickleshare	0.7.5	Pillow	8.2.0	pip	21.0.1
plotly	5.6.0	prometheus-client	0.10.1	prompt-toolkit	3.0.17
protobuf	3.17.2	psycopg2	2.8.5	ptyprocess	0.7.0
pyarrow	4.0.0	pycparser	2.20	Pygments	2.8.1
PyGObject	3.36.0	pyparsing	2.4.7	pyrsistent	0.17.3
python-apt	2.0.0+ubuntu0.20.4.7	python-dateutil	2.8.1	python-engineio	4.3.0
python-socketio	5.4.1	pytz	2020.5	pyzmq	20.0.0
requests	2.25.1	requests-unixsocket	0.2.0	s3transfer	0.3.7
scikit-learn	0.24.1	scipy	1.6.2	seaborn	0.11.1
Send2Trash	1.5.0	setuptools	52.0.0	six	1.15.0
ssh-import-id	5.10	statsmodels	0.12.2	tenacity	8.0.1
terminado	0.9.4	testpath	0.4.4	threadpoolctl	2.1.0
tornado	6.1	traitlets	5.0.5	unattended-upgrades	0.1
urllib3	1.25.11	virtualenv	20.4.1	wcwidth	0.2.5
webencodings	0.5.1	wheel	0.36.2	widgetsnbextension	3.5.1

Installed R libraries

R libraries are installed from the Microsoft CRAN snapshot on 2022-03-28.

Library	Version	Library	Version	Library	Version
askpass	1.1	assertthat	0.2.1	backports	1.4.1
base	4.1.3	base64enc	0.1-3	bit	4.0.4
bit64	4.0.5	blob	1.2.2	boot	1.3-28
brew	1.0-7	brio	1.1.3	broom	0.7.12
bslib	0.3.1	cachem	1.0.6	callr	3.7.0
caret	6.0-91	cellranger	1.1.0	chron	2.3-56
class	7.3-20	cli	3.2.0	clipr	0.8.0
cluster	2.1.3	codetools	0.2-18	colorspace	2.0-3
commonmark	1.8.0	compiler	4.1.3	config	0.3.1
cpp11	0.4.2	crayon	1.5.1	credentials	1.3.2
curl	4.3.2	data.table	1.14.2	datasets	4.1.3
DBI	1.1.2	dbplyr	2.1.1	desc	1.4.1
devtools	2.4.3	diffobj	0.3.5	digest	0.6.29
dplyr	1.0.8	dtplyr	1.2.1	e1071	1.7-9
ellipsis	0.3.2	evaluate	0.15	fansi	1.0.3
farver	2.1.0	fastmap	1.1.0	fontawesome	0.2.2
forcats	0.5.1	foreach	1.5.2	foreign	0.8-82
forge	0.2.0	fs	1.5.2	future	1.24.0
future.apply	1.8.1	gargle	1.2.0	generics	0.1.2
gert	1.5.0	ggplot2	3.3.5	gh	1.3.0
gitcreds	0.1.1	glmnet	4.1-3	globals	0.14.0
glue	1.6.2	googledrive	2.0.0	googlesheets4	1.0.0
gower	1.0.0	graphics	4.1.3	grDevices	4.1.3
grid	4.1.3	gridExtra	2.3	gsubfn	0.7
gtable	0.3.0	hardhat	0.2.0	haven	2.4.3
highr	0.9	hms	1.1.1	htmltools	0.5.2
htmlwidgets	1.5.4	httpuv	1.6.5	httr	1.4.2
hwriter	1.3.2	hwriterPlus	1.0-3	ids	1.0.1
ini	0.3.1	ipred	0.9-12	isoband	0.2.5
iterators	1.0.14	jquerylib	0.1.4	jsonlite	1.8.0
KernSmooth	2.23-20	knitr	1.38	labeling	0.4.2
later	1.3.0	lattice	0.20-45	lava	1.6.10
lifecycle	1.0.1	listenv	0.8.0	lubridate	1.8.0
magrittr	2.0.2	markdown	1.1	MASS	7.3-56
Matrix	1.4-1	memoise	2.0.1	methods	4.1.3
mgcv	1.8-40	mime	0.12	ModelMetrics	1.2.2.2
modelr	0.1.8	munsell	0.5.0	nlme	3.1-157
nnet	7.3-17	numDeriv	2016.8-1.1	openssl	2.0.0
parallel	4.1.3	parallelly	1.30.0	pillar	1.7.0
pkgbuild	1.3.1	pkgconfig	2.0.3	pkgload	1.2.4
plogr	0.2.0	plyr	1.8.7	praise	1.0.0
prettyunits	1.1.1	pROC	1.18.0	processx	3.5.3
prodlim	2019.11.13	progress	1.2.2	progressr	0.10.0
promises	1.2.0.1	proto	1.0.0	proxy	0.4-26
ps	1.6.0	purrr	0.3.4	r2d3	0.2.6
R6	2.5.1	randomForest	4.7-1	rappdirs	0.3.3
rcmdcheck	1.4.0	RColorBrewer	1.1-2	Rcpp	1.0.8.3
RcppEigen	0.3.3.9.1	readr	2.1.2	readxl	1.3.1
recipes	0.2.0	rematch	1.0.1	rematch2	2.1.2
remotes	2.4.2	reprex	2.0.1	reshape2	1.4.4
rlang	1.0.2	rmarkdown	2.13	RODBC	1.3-19
roxygen2	7.1.2	rpart	4.1.16	rprojroot	2.0.2
Rserve	1.8-10	RSQLite	2.2.11	rstudioapi	0.13
rversions	2.1.1	rvest	1.0.2	sass	0.4.1
scales	1.1.1	selectr	0.4-2	sessioninfo	1.2.2
shape	1.4.6	shiny	1.7.1	sourcetools	0.1.7
sparklyr	1.7.5	SparkR	3.2.0	spatial	7.3-11
splines	4.1.3	sqldf	0.4-11	SQUAREM	2021.1
stats	4.1.3	stats4	4.1.3	stringi	1.7.6
stringr	1.4.0	survival	3.2-13	sys	3.4
tcltk	4.1.3	TeachingDemos	2.10	testthat	3.1.2
tibble	3.1.6	tidyr	1.2.0	tidyselect	1.1.2
tidyverse	1.3.1	timeDate	3043.102	tinytex	0.37
tools	4.1.3	tzdb	0.2.0	usethis	2.1.5
utf8	1.2.2	utils	4.1.3	uuid	1.0-4
vctrs	0.3.8	viridisLite	0.4.0	vroom	1.5.7
waldo	0.4.0	whisker	0.4	withr	2.5.0
xfun	0.30	xml2	1.3.3	xopen	1.0.0
xtable	1.8-4	yaml	2.3.5	zip	2.2.0

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	1.12.189
com.amazonaws	aws-java-sdk-cloudformation	1.12.189
com.amazonaws	aws-java-sdk-cloudfront	1.12.189
com.amazonaws	aws-java-sdk-cloudhsm	1.12.189
com.amazonaws	aws-java-sdk-cloudsearch	1.12.189
com.amazonaws	aws-java-sdk-cloudtrail	1.12.189
com.amazonaws	aws-java-sdk-cloudwatch	1.12.189
com.amazonaws	aws-java-sdk-cloudwatchmetrics	1.12.189
com.amazonaws	aws-java-sdk-codedeploy	1.12.189
com.amazonaws	aws-java-sdk-cognitoidentity	1.12.189
com.amazonaws	aws-java-sdk-cognitosync	1.12.189
com.amazonaws	aws-java-sdk-config	1.12.189
com.amazonaws	aws-java-sdk-core	1.12.189
com.amazonaws	aws-java-sdk-datapipeline	1.12.189
com.amazonaws	aws-java-sdk-directconnect	1.12.189
com.amazonaws	aws-java-sdk-directory	1.12.189
com.amazonaws	aws-java-sdk-dynamodb	1.12.189
com.amazonaws	aws-java-sdk-ec2	1.12.189
com.amazonaws	aws-java-sdk-ecs	1.12.189
com.amazonaws	aws-java-sdk-efs	1.12.189
com.amazonaws	aws-java-sdk-elasticache	1.12.189
com.amazonaws	aws-java-sdk-elasticbeanstalk	1.12.189
com.amazonaws	aws-java-sdk-elasticloadbalancing	1.12.189
com.amazonaws	aws-java-sdk-elastictranscoder	1.12.189
com.amazonaws	aws-java-sdk-emr	1.12.189
com.amazonaws	aws-java-sdk-glacier	1.12.189
com.amazonaws	aws-java-sdk-glue	1.12.189
com.amazonaws	aws-java-sdk-iam	1.12.189
com.amazonaws	aws-java-sdk-importexport	1.12.189
com.amazonaws	aws-java-sdk-kinesis	1.12.189
com.amazonaws	aws-java-sdk-kms	1.12.189
com.amazonaws	aws-java-sdk-lambda	1.12.189
com.amazonaws	aws-java-sdk-logs	1.12.189
com.amazonaws	aws-java-sdk-machinelearning	1.12.189
com.amazonaws	aws-java-sdk-opsworks	1.12.189
com.amazonaws	aws-java-sdk-rds	1.12.189
com.amazonaws	aws-java-sdk-redshift	1.12.189
com.amazonaws	aws-java-sdk-route53	1.12.189
com.amazonaws	aws-java-sdk-s3	1.12.189
com.amazonaws	aws-java-sdk-ses	1.12.189
com.amazonaws	aws-java-sdk-simpledb	1.12.189
com.amazonaws	aws-java-sdk-simpleworkflow	1.12.189
com.amazonaws	aws-java-sdk-sns	1.12.189
com.amazonaws	aws-java-sdk-sqs	1.12.189
com.amazonaws	aws-java-sdk-ssm	1.12.189
com.amazonaws	aws-java-sdk-storagegateway	1.12.189
com.amazonaws	aws-java-sdk-sts	1.12.189
com.amazonaws	aws-java-sdk-support	1.12.189
com.amazonaws	aws-java-sdk-swf-libraries	1.11.22
com.amazonaws	aws-java-sdk-workspaces	1.12.189
com.amazonaws	jmespath-java	1.12.189
com.chuusai	shapeless_2.12	2.3.3
com.clearspring.analytics	stream	2.9.6
com.databricks	Rserve	1.8-3
com.databricks	jets3t	0.7.1-0
com.databricks.scalapb	compilerplugin_2.12	0.4.15-10
com.databricks.scalapb	scalapb-runtime_2.12	0.4.15-10
com.esotericsoftware	kryo-shaded	4.0.2
com.esotericsoftware	minlog	1.3.0
com.fasterxml	classmate	1.3.4
com.fasterxml.jackson.core	jackson-annotations	2.12.3
com.fasterxml.jackson.core	jackson-core	2.12.3
com.fasterxml.jackson.core	jackson-databind	2.12.3
com.fasterxml.jackson.dataformat	jackson-dataformat-cbor	2.12.3
com.fasterxml.jackson.datatype	jackson-datatype-joda	2.12.3
com.fasterxml.jackson.module	jackson-module-paranamer	2.12.3
com.fasterxml.jackson.module	jackson-module-scala_2.12	2.12.3
com.github.ben-manes.caffeine	caffeine	2.3.4
com.github.fommil	jniloader	1.1
com.github.fommil.netlib	core	1.1.2
com.github.fommil.netlib	native_ref-java	1.1
com.github.fommil.netlib	native_ref-java-natives	1.1
com.github.fommil.netlib	native_system-java	1.1
com.github.fommil.netlib	native_system-java-natives	1.1
com.github.fommil.netlib	netlib-native_ref-linux-x86_64-natives	1.1
com.github.fommil.netlib	netlib-native_system-linux-x86_64-natives	1.1
com.github.luben	zstd-jni	1.5.0-4
com.github.wendykierp	JTransforms	3.1
com.google.code.findbugs	jsr305	3.0.0
com.google.code.gson	gson	2.8.6
com.google.crypto.tink	tink	1.6.0
com.google.flatbuffers	flatbuffers-java	1.9.0
com.google.guava	guava	15.0
com.google.protobuf	protobuf-java	2.6.1
com.h2database	h2	2.1.210
com.helger	profiler	1.1.1
com.jcraft	jsch	0.1.50
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.ning	compress-lzf	1.0.3
com.sun.istack	istack-commons-runtime	3.0.8
com.sun.mail	javax.mail	1.5.2
com.tdunning	json	1.8
com.thoughtworks.paranamer	paranamer	2.8
com.trueaccord.lenses	lenses_2.12	0.4.12
com.twitter	chill-java	0.10.0
com.twitter	chill_2.12	0.10.0
com.twitter	util-app_2.12	7.1.0
com.twitter	util-core_2.12	7.1.0
com.twitter	util-function_2.12	7.1.0
com.twitter	util-jvm_2.12	7.1.0
com.twitter	util-lint_2.12	7.1.0
com.twitter	util-registry_2.12	7.1.0
com.twitter	util-stats_2.12	7.1.0
com.typesafe	config	1.2.1
com.typesafe.scala-logging	scala-logging_2.12	3.7.2
com.univocity	univocity-parsers	2.9.1
com.zaxxer	HikariCP	4.0.3
commons-cli	commons-cli	1.2
commons-codec	commons-codec	1.15
commons-collections	commons-collections	3.2.2
commons-dbcp	commons-dbcp	1.4
commons-fileupload	commons-fileupload	1.3.3
commons-httpclient	commons-httpclient	3.1
commons-io	commons-io	2.8.0
commons-lang	commons-lang	2.6
commons-logging	commons-logging	1.1.3
commons-net	commons-net	3.1
commons-pool	commons-pool	1.5.4
dev.ludovic.netlib	arpack	2.2.1
dev.ludovic.netlib	blas	2.2.1
dev.ludovic.netlib	lapack	2.2.1
hive-2.3__hadoop-3.2	jets3t-0.7	liball_deps_2.12
info.ganglia.gmetric4j	gmetric4j	1.0.10
io.airlift	aircompressor	0.21
io.delta	delta-sharing-spark_2.12	0.4.0
io.dropwizard.metrics	metrics-core	4.1.1
io.dropwizard.metrics	metrics-graphite	4.1.1
io.dropwizard.metrics	metrics-healthchecks	4.1.1
io.dropwizard.metrics	metrics-jetty9	4.1.1
io.dropwizard.metrics	metrics-jmx	4.1.1
io.dropwizard.metrics	metrics-json	4.1.1
io.dropwizard.metrics	metrics-jvm	4.1.1
io.dropwizard.metrics	metrics-servlets	4.1.1
io.netty	netty-all	4.1.68.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.annotation	javax.annotation-api	1.3.2
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	2.2.2
javax.xml.stream	stax-api	1.0-2
javolution	javolution	5.5.1
jline	jline	2.14.6
joda-time	joda-time	2.10.10
log4j	apache-log4j-extras	1.2.17
log4j	log4j	1.2.17
maven-trees	hive-2.3__hadoop-3.2	liball_deps_2.12
net.java.dev.jna	jna	5.8.0
net.razorvine	pyrolite	4.30
net.sf.jpam	jpam	1.1
net.sf.opencsv	opencsv	2.3
net.sf.supercsv	super-csv	2.2.0
net.snowflake	snowflake-ingest-sdk	0.9.6
net.snowflake	snowflake-jdbc	3.13.3
net.snowflake	spark-snowflake_2.12	2.9.0-spark_3.1
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	4.8
org.antlr	stringtemplate	3.2.1
org.apache.ant	ant	1.9.2
org.apache.ant	ant-jsch	1.9.2
org.apache.ant	ant-launcher	1.9.2
org.apache.arrow	arrow-format	2.0.0
org.apache.arrow	arrow-memory-core	2.0.0
org.apache.arrow	arrow-memory-netty	2.0.0
org.apache.arrow	arrow-vector	2.0.0
org.apache.avro	avro	1.10.2
org.apache.avro	avro-ipc	1.10.2
org.apache.avro	avro-mapred	1.10.2
org.apache.commons	commons-compress	1.21
org.apache.commons	commons-crypto	1.1.0
org.apache.commons	commons-lang3	3.12.0
org.apache.commons	commons-math3	3.4.1
org.apache.commons	commons-text	1.6
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.derby	derby	10.14.2.0
org.apache.hadoop	hadoop-client-api	3.3.2-databricks
org.apache.hadoop	hadoop-client-runtime	3.3.2
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	2.7.2
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	4.5.13
org.apache.httpcomponents	httpcore	4.4.12
org.apache.ivy	ivy	2.5.0
org.apache.mesos	mesos-shaded-protobuf	1.4.0
org.apache.orc	orc-core	1.6.13
org.apache.orc	orc-mapreduce	1.6.13
org.apache.orc	orc-shims	1.6.13
org.apache.parquet	parquet-column	1.12.0-databricks-0004
org.apache.parquet	parquet-common	1.12.0-databricks-0004
org.apache.parquet	parquet-encoding	1.12.0-databricks-0004
org.apache.parquet	parquet-format-structures	1.12.0-databricks-0004
org.apache.parquet	parquet-hadoop	1.12.0-databricks-0004
org.apache.parquet	parquet-jackson	1.12.0-databricks-0004
org.apache.thrift	libfb303	0.9.3
org.apache.thrift	libthrift	0.12.0
org.apache.xbean	xbean-asm9-shaded	4.20
org.apache.yetus	audience-annotations	0.5.0
org.apache.zookeeper	zookeeper	3.6.2
org.apache.zookeeper	zookeeper-jute	3.6.2
org.checkerframework	checker-qual	3.5.0
org.codehaus.jackson	jackson-core-asl	1.9.13
org.codehaus.jackson	jackson-mapper-asl	1.9.13
org.codehaus.janino	commons-compiler	3.0.16
org.codehaus.janino	janino	3.0.16
org.datanucleus	datanucleus-api-jdo	4.2.4
org.datanucleus	datanucleus-core	4.1.17
org.datanucleus	datanucleus-rdbms	4.1.19
org.datanucleus	javax.jdo	3.2.0-m3
org.eclipse.jetty	jetty-client	9.4.43.v20210629
org.eclipse.jetty	jetty-continuation	9.4.43.v20210629
org.eclipse.jetty	jetty-http	9.4.43.v20210629
org.eclipse.jetty	jetty-io	9.4.43.v20210629
org.eclipse.jetty	jetty-jndi	9.4.43.v20210629
org.eclipse.jetty	jetty-plus	9.4.43.v20210629
org.eclipse.jetty	jetty-proxy	9.4.43.v20210629
org.eclipse.jetty	jetty-security	9.4.43.v20210629
org.eclipse.jetty	jetty-server	9.4.43.v20210629
org.eclipse.jetty	jetty-servlet	9.4.43.v20210629
org.eclipse.jetty	jetty-servlets	9.4.43.v20210629
org.eclipse.jetty	jetty-util	9.4.43.v20210629
org.eclipse.jetty	jetty-util-ajax	9.4.43.v20210629
org.eclipse.jetty	jetty-webapp	9.4.43.v20210629
org.eclipse.jetty	jetty-xml	9.4.43.v20210629
org.eclipse.jetty.websocket	websocket-api	9.4.43.v20210629
org.eclipse.jetty.websocket	websocket-client	9.4.43.v20210629
org.eclipse.jetty.websocket	websocket-common	9.4.43.v20210629
org.eclipse.jetty.websocket	websocket-server	9.4.43.v20210629
org.eclipse.jetty.websocket	websocket-servlet	9.4.43.v20210629
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.jaxb	jaxb-runtime	2.3.2
org.glassfish.jersey.containers	jersey-container-servlet	2.34
org.glassfish.jersey.containers	jersey-container-servlet-core	2.34
org.glassfish.jersey.core	jersey-client	2.34
org.glassfish.jersey.core	jersey-common	2.34
org.glassfish.jersey.core	jersey-server	2.34
org.glassfish.jersey.inject	jersey-hk2	2.34
org.hibernate.validator	hibernate-validator	6.1.0.Final
org.javassist	javassist	3.25.0-GA
org.jboss.logging	jboss-logging	3.3.2.Final
org.jdbi	jdbi	2.63.1
org.jetbrains	annotations	17.0.0
org.joda	joda-convert	1.7
org.jodd	jodd-core	3.5.2
org.json4s	json4s-ast_2.12	3.7.0-M11
org.json4s	json4s-core_2.12	3.7.0-M11
org.json4s	json4s-jackson_2.12	3.7.0-M11
org.json4s	json4s-scalap_2.12	3.7.0-M11
org.lz4	lz4-java	1.7.1
org.mariadb.jdbc	mariadb-java-client	2.2.5
org.objenesis	objenesis	2.5.1
org.postgresql	postgresql	42.2.19
org.roaringbitmap	RoaringBitmap	0.9.14
org.roaringbitmap	shims	0.9.14
org.rocksdb	rocksdbjni	6.20.3
org.rosuda.REngine	REngine	2.1.0
org.scala-lang	scala-compiler_2.12	2.12.14
org.scala-lang	scala-library_2.12	2.12.14
org.scala-lang	scala-reflect_2.12	2.12.14
org.scala-lang.modules	scala-collection-compat_2.12	2.4.3
org.scala-lang.modules	scala-parser-combinators_2.12	1.1.2
org.scala-lang.modules	scala-xml_2.12	1.2.0
org.scala-sbt	test-interface	1.0
org.scalacheck	scalacheck_2.12	1.14.2
org.scalactic	scalactic_2.12	3.0.8
org.scalanlp	breeze-macros_2.12	1.2
org.scalanlp	breeze_2.12	1.2
org.scalatest	scalatest_2.12	3.0.8
org.slf4j	jcl-over-slf4j	1.7.30
org.slf4j	jul-to-slf4j	1.7.30
org.slf4j	slf4j-api	1.7.30
org.slf4j	slf4j-log4j12	1.7.30
org.spark-project.spark	unused	1.0.0
org.threeten	threeten-extra	1.5.0
org.tukaani	xz	1.8
org.typelevel	algebra_2.12	2.0.1
org.typelevel	cats-kernel_2.12	2.1.1
org.typelevel	macro-compat_2.12	1.1.1
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	1.0.7.Final
org.xerial	sqlite-jdbc	3.8.11.2
org.xerial.snappy	snappy-java	1.1.8.4
org.yaml	snakeyaml	1.24
oro	oro	2.0.8
pl.edu.icm	JLargeArrays	1.5
software.amazon.ion	ion-java	1.0.2
stax	stax-api	1.0.1