Databricks Runtime 10.1 (EoS)

Note

Support for this Databricks Runtime version has ended. For the end-of-support date, see End-of-support history. For all supported Databricks Runtime versions, see Databricks Runtime release notes versions and compatibility.

The following release notes provide information about Databricks Runtime 10.1 and Databricks Runtime 10.1 Photon, powered by Apache Spark 3.2.0. Databricks released this version in November 2021. Photon is in Public Preview.

Note

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

New features and improvements

New Delta table settings for compacting small files

The Delta table property delta.autoOptimize.autoCompact now accepts the new values of auto and legacy in addition to the existing values of true and false. When set to auto (recommended), Auto Compaction uses better defaults, such as setting 32 MB as the target file size (although default behaviors are subject to change in the future). When set to legacy or true, Auto Compaction uses 128 MB as the target file size.

Instead of setting this property for an individual table, you can set the spark.databricks.delta.autoCompact.enabled configuration to auto, legacy, or true to enable Auto Compaction for all Delta tables. This configuration takes precedence over the related table property during the current session.

The target file size for Auto Compaction can be controlled with the spark.databricks.delta.autoCompact.maxFileSize configuration.

For more information about Auto Compaction, see Auto compaction for Delta Lake on Databricks.

New row group metrics for Parquet query scans

Queries with Parquet scans now surface row group metrics in the Spark UI. These row group metrics are:

• total number of parquet row groups

• number of parquet row groups read

Trigger.AvailableNow for Delta source streaming queries

This change supports a new type of trigger for Delta source streaming queries in Scala: Trigger.AvailableNow. It is like Trigger.Once, which processes all available data then stops the query. However, Trigger.AvailableNow provides better scalability, because data can be processed in multiple batches instead of one. This change does not introduce a new interface; it implements an existing Spark API. This trigger also supports all of the rate limiting options that are already supported by Delta as a source.

Example:

spark.readStream
  .format("delta")
  .option("maxFilesPerTrigger", "1")
  .load(inputDir)
  .writeStream
  .trigger(Trigger.AvailableNow)
  .option("checkpointLocation", checkpointDir)
  .start()

See coverage of Trigger.AvailableNow in What is Auto Loader?.

Trigger.AvailableNow for Auto Loader

Trigger.AvailableNow is a new streaming trigger mode similar to Trigger.Once. Trigger.Once processes all available data and then stops the query. Trigger.AvailableNow has better scalability, because data can be processed in multiple batches instead of one. Auto Loader now supports Trigger.AvailableNow in both directory listing and file notification modes for Scala. See coverage of Trigger.AvailableNow in What is Auto Loader?.

Delta support for Hadoop file system configurations that are passed through DataFrame options

Similar to Parquet, Delta now supports reading Hadoop file system configurations from DataFrameReader and DataFrameWriter options when the table is read or written, by using DataFrameReader.load(path) or DataFrameWriter.save(path). See Configure Delta storage credentials.

Asynchronous state checkpointing is now supported in stateful streaming jobs (Public Preview)

Asynchronous state checkpointing is a new feature which potentially reduces end-to-end microbatch latency in stateful streaming jobs with large state updates. See Asynchronous state checkpointing for stateful queries.

Databricks Utilities data summarize precision control (Public Preview)

A new precise parameter for dbutils.data.summarize controls the precision of summary results. When precise is set to false (the default), the summary returns approximate results for distinct count, percentile, and frequent item counts. When precise is set to true, summaries are now computed with exact distinct count and frequent item counts, with more precise percentile estimates. See summarize command (dbutils.data.summarize).

Databricks notebooks can now be used with the IPython kernel

You can now configure a Databricks cluster to use the IPython kernel to execute Python code. Using the IPython kernel on Databricks adds support for IPython’s display and output tooling. Also, the IPython kernel captures the stdout and stderr outputs of child processes created by a notebook, allowing that output to be included in the notebook’s command results.

For more information, see IPython kernel.

Bug fixes

• Fixed a race condition that might cause a query failure with an IOException such as No FileSystem for scheme or that might cause modifications to sparkContext.hadoopConfiguration to not take effect in queries.

Library upgrades

• Upgraded Python libraries:

  • filelock from 3.0.12 to 3.3.1

  • koalas from 1.8.1 to 1.8.2

  • plotly from 5.1.0 to 5.3.0

• Upgraded R libraries:

  • bslib from 0.3.0 to 0.3.1

  • caret from 6.0-88 to 6.0-90

  • cpp11 from 0.3.1 to 0.4.0

  • data.table from 1.14.0 to 1.14.2

  • desc from 1.3.0 to 1.4.0

  • diffobj from 0.3.4 to 0.3.5

  • digest from 0.6.27 to 0.6.28

  • generics from 0.1.0 to 0.1.1

  • hms from 1.1.0 to 1.1.1

  • knitr from 1.34 to 1.36

  • lattice from 0.20-44 to 0.20-45

  • lifecycle from 1.0.0 to 1.0.1

  • lubridate from 1.7.10 to 1.8.0

  • mgcv from 1.8-37 to 1.8-38

  • mime from 0.11 to 0.12

  • pkgload from 1.2.2 to 1.2.3

  • progressr from 0.8.0 to 0.9.0

  • rcmdcheck from 1.3.3 to 1.4.0

  • readr from 2.0.1 to 2.0.2

  • recipes from 0.1.16 to 0.1.17

  • remotes from 2.4.0 to 2.4.1

  • rlang from 0.4.11 to 0.4.12

  • rvest from 1.0.1 to 1.0.2

  • shiny from 1.6.0 to 1.7.1

  • stringi from 1.7.4 to 1.7.5

  • testthat from 3.0.4 to 3.1.0

  • tidyr from 1.1.3 to 1.1.4

  • tinytex from 0.33 to 0.34

  • usethis from 2.0.1 to 2.1.2

  • xfun from 0.26 to 0.27

• Upgraded Java libraries:

  • com.zaxxer.HikariCP from 3.1.0 to 4.0.3

Apache Spark

Databricks Runtime 10.1 includes Apache Spark 3.2.0. This release includes all Spark fixes and improvements included in Databricks Runtime 10.0 (EoS), as well as the following additional bug fixes and improvements made to Spark:

• [SPARK-37037] [SQL] Improve byte array sort by unify compareTo function of UTF8String and ByteArray

• [SPARK-37091] [R] SystemRequirements to include Java < 18

• [SPARK-37041] [SQL] Backport HIVE-15025: Secure-Socket-Layer (SSL) support for HMS

• [SPARK-37098] [SQL] Alter table properties should invalidate cache

• [SPARK-36992] [SQL] Improve byte array sort perf by unify getPrefix function of UTF8String and ByteArray

• [SPARK-37047] [SQL] Add lpad and rpad functions for binary strings

• [SPARK-37076] [SQL] Implement StructType.toString explicitly for Scala 2.13

• [SPARK-37075] [SQL] Move UDAF expression building from sql/catalyst to sql/core

• [SPARK-37084] [SQL] Set spark.sql.files.openCostInBytes to bytesConf

• [SPARK-37088] [PYSPARK][SQL] Writer thread must not access input after task completion listener returns

• [SPARK-37069] [SQL] Properly fallback when Hive.getWithoutRegisterFns is not available

• [SPARK-37050] [PYTHON] Update Conda installation instructions

• [SPARK-37067] [SQL] Use ZoneId.of() to handle timezone string in DatetimeUtils

• [SPARK-35925] [SQL] Support DayTimeIntervalType in width-bucket function

• [SPARK-35926] [SQL] Add support YearMonthIntervalType for width_bucket

• [SPARK-35973] [SQL] Add command SHOW CATALOGS

• [SPARK-36922] [SQL] The SIGN/SIGNUM functions should support ANSI intervals

• [SPARK-37078] [CORE] Support old 3-parameter Sink constructors

• [SPARK-37061] [SQL] Fix CustomMetrics when using Inner Classes

• [SPARK-35918] [AVRO] Unify schema mismatch handling for read/write and enhance error messages

• [SPARK-36871] [SQL]Migrate CreateViewStatement to v2 command

• [SPARK-36898] [SQL] Make the shuffle hash join factor configurable

• [SPARK-36921] [SQL] Support ANSI intervals by DIV

• [SPARK-36794] [SQL] Ignore duplicated join keys when building relation for SEMI/ANTI shuffled hash join

• [SPARK-36867] [SQL] Fix error message with GROUP BY alias

• [SPARK-36914] [SQL] Implement dropIndex and listIndexes in JDBC (MySQL dialect)

• [SPARK-35531] [SQL] Directly pass hive Table to HiveClient when call getPartitions to avoid unnecessary convert from HiveTable -> CatalogTable - -> HiveTable

• [SPARK-36718] [SQL] Only collapse projects if we don’t duplicate expensive expressions

• [SPARK-37046] [SQL]: Alter view does not preserve column case

• [SPARK-36978] [SQL] InferConstraints rule should create IsNotNull constraints on the accessed nested field instead of the root nested type

• [SPARK-37052] [CORE] Spark should only pass –verbose argument to main class when is sql shell

• [SPARK-37017] [SQL] Reduce the scope of synchronized to prevent potential deadlock

• [SPARK-37032] [SQL] Fix broken SQL syntax link in SQL Reference page

• [SPARK-36905] [SQL] Fix reading hive views without explicit column names

• [SPARK-36678] Migrate SHOW TABLES to use V2 command by default

• [SPARK-36943] [SQL] Improve readability of missing column error message

• [SPARK-36980] [SQL] Insert support query with CTE

• [SPARK-37001] [SQL] Disable two level of map for final hash aggregation by default

• [SPARK-36970] [SQL] Manual disabled format B of date_format function to make Java 17 compatible with Java 8

• [SPARK-36546] [SQL] Add array support to union by name

• [SPARK-36979] [SQL] Add RewriteLateralSubquery rule into nonExcludableRules

• [SPARK-36949] [SQL] Disallow Hive provider tables with ANSI intervals

• [SPARK-36849] [SQL] Migrate UseStatement to v2 command framework

• [SPARK-36868] [SQL] Migrate CreateFunctionStatement to v2 command framework

• [SPARK-36841] [SQL] Add ansi syntax set catalog xxx to change the current catalog

• [SPARK-36821] [SQL] Make class ColumnarBatch extendable - addendum

• [SPARK-36963] [SQL] Add max_by/min_by to sql.functions

• [SPARK-36913] [SQL] Implement createIndex and IndexExists in DS V2 JDBC (MySQL dialect)

• [SPARK-36848] [SQL] Migrate ShowCurrentNamespaceStatement to v2 command framework

• [SPARK-36526] [SQL] DSV2 Index Support: Add supportsIndex interface

• [SPARK-36960] [SQL] Pushdown filters with ANSI interval values to ORC

• [SPARK-36929] [SQL] Remove Unused Method EliminateSubqueryAliasesSuite#assertEquivalent

• [SPARK-36931] [SQL] Support reading and writing ANSI intervals from/to ORC datasources

• [SPARK-34980] [SQL] Support coalesce partition through union in AQE

• [SPARK-36809] [SQL] Remove broadcast for InSubqueryExec used in DPP

• [SPARK-36813] [SQL][PYTHON] Propose an infrastructure of as-of join and imlement ps.merge_asof

• [SPARK-36918] [SQL] Ignore types when comparing structs for unionByName

• [SPARK-36891] [SQL] Refactor SpecificParquetRecordReaderBase and add more coverage on vectorized Parquet decoding

• [SPARK-36920] [SQL] Support ANSI intervals by ABS()

• [SPARK-36888] [SQL] add tests cases for sha2 function

• [SPARK-36889] [SQL] Respect spark.sql.parquet.filterPushdown by v2 parquet scan builder

• [SPARK-36830] [SQL] Support reading and writing ANSI intervals from/to JSON datasources

• [SPARK-36870] [SQL] Introduce INTERNAL_ERROR error class

• [SPARK-36831] [SQL] Support reading and writing ANSI intervals from/to CSV datasources.

• [SPARK-36550] [SQL] Propagation cause when UDF reflection fails

• [SPARK-36866] [SQL] Pushdown filters with ANSI interval values to parquet

• [SPARK-33832] [SQL] Force skew join code simplification and improvement

• [SPARK-36642] [SQL] Add df.withMetadata pyspark API

• [SPARK-35765] [SQL] Distinct aggs are not duplicate sensitive

• [SPARK-36825] [SQL] Read/write dataframes with ANSI intervals from/to parquet files

• [SPARK-36829] [SQL] Refactor NULL check for collectionOperators

• [SPARK-32712] [SQL] Support writing Hive bucketed table (Hive file formats with Hive hash)

• [SPARK-36797] [SQL] Union should resolve nested columns as top-level columns

• [SPARK-36838] [SQL] Improve InSet generated code performance

• [SPARK-36683] [SQL] Add new built-in SQL functions: SEC and CSC

• [SPARK-36721] [SQL] Simplify boolean equalities if one side is literal

• [SPARK-36760] [SQL] Add interface SupportsPushDownV2Filters

• [SPARK-36652] [SQL] AQE dynamic join selection should not apply to non-equi join

• [SPARK-36745] [SQL] ExtractEquiJoinKeys should return the original predicates on join keys

• [SPARK-36107] [SQL] Refactor first set of 20 query execution errors to use error classes

• [SPARK-32709] [SQL] Support writing Hive bucketed table (Parquet/ORC format with Hive hash)

• [SPARK-36735] [SQL] Adjust overhead of cached relation for DPP

• [SPARK-33832] [SQL] Support optimize skewed join even if introduce extra shuffle

• [SPARK-36822] [SQL] BroadcastNestedLoopJoinExec should use all condition instead of non-equi condition

• [SPARK-35221] [SQL] Add the check of supported join hints

• [SPARK-36814] [SQL] Make class ColumnarBatch extendable

• [SPARK-36663] [SQL] Support number-only column names in ORC data sources

• [SPARK-36751] [SQL][PYTHON][R] Add bit/octet_length APIs to Scala, Python and R

• [SPARK-36733] [SQL] Fix a perf issue in SchemaPruning when a struct has many fields

• [SPARK-36724] [SQL] Support timestamp_ntz as a type of time column for SessionWindow

• [SPARK-36556] [SQL] Add DSV2 filters

• [SPARK-36687] [SQL][CORE] Rename error classes with _ERROR suffix

• [SPARK-35803] [SQL] Support DataSource V2 CreateTempViewUsing

• [SPARK-36642] [SQL] Add df.withMetadata: a syntax suger to update the metadata of a dataframe

Maintenance updates

See Databricks Runtime 10.1 maintenance updates.

System environment

• Operating System: Ubuntu 20.04.3 LTS

• Java: Zulu 8.56.0.21-CA-linux64

• Scala: 2.12.14

• Python: 3.8.10

• R: 4.1.1

• Delta Lake: 1.0.0

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
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	0.3.3
distro-info	0.23ubuntu1	entrypoints	0.3	facets-overview	1.0.0
filelock	3.3.1	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	1.19.2	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	5.3.0
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+ubuntu0.20.4.6
python-dateutil	2.8.1	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 2021-10-26.

Library	Version	Library	Version	Library	Version
askpass	1.1	assertthat	0.2.1	backports	1.2.1
base	4.1.1	base64enc	0.1-3	bit	4.0.4
bit64	4.0.5	blob	1.2.2	boot	1.3-28
brew	1.0-6	brio	1.1.2	broom	0.7.9
bslib	0.3.1	cachem	1.0.6	callr	3.7.0
caret	6.0-90	cellranger	1.1.0	chron	2.3-56
class	7.3-19	cli	3.0.1	clipr	0.7.1
cluster	2.1.2	codetools	0.2-18	colorspace	2.0-2
commonmark	1.7	compiler	4.1.1	config	0.3.1
cpp11	0.4.0	crayon	1.4.1	credentials	1.3.1
curl	4.3.2	data.table	1.14.2	datasets	4.1.1
DBI	1.1.1	dbplyr	2.1.1	desc	1.4.0
devtools	2.4.2	diffobj	0.3.5	digest	0.6.28
dplyr	1.0.7	dtplyr	1.1.0	e1071	1.7-9
ellipsis	0.3.2	evaluate	0.14	fansi	0.5.0
farver	2.1.0	fastmap	1.1.0	fontawesome	0.2.2
forcats	0.5.1	foreach	1.5.1	foreign	0.8-81
forge	0.2.0	fs	1.5.0	future	1.22.1
future.apply	1.8.1	gargle	1.2.0	generics	0.1.1
gert	1.4.1	ggplot2	3.3.5	gh	1.3.0
gitcreds	0.1.1	glmnet	4.1-2	globals	0.14.0
glue	1.4.2	googledrive	2.0.0	googlesheets4	1.0.0
gower	0.2.2	graphics	4.1.1	grDevices	4.1.1
grid	4.1.1	gridExtra	2.3	gsubfn	0.7
gtable	0.3.0	haven	2.4.3	highr	0.9
hms	1.1.1	htmltools	0.5.2	htmlwidgets	1.5.4
httpuv	1.6.3	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	1.0.13
jquerylib	0.1.4	jsonlite	1.7.2	KernSmooth	2.23-20
knitr	1.36	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	2.0.1
markdown	1.1	MASS	7.3-54	Matrix	1.3-4
memoise	2.0.0	methods	4.1.1	mgcv	1.8-38
mime	0.12	ModelMetrics	1.2.2.2	modelr	0.1.8
munsell	0.5.0	nlme	3.1-152	nnet	7.3-16
numDeriv	2016.8-1.1	openssl	1.4.5	parallel	4.1.1
parallelly	1.28.1	pillar	1.6.4	pkgbuild	1.2.0
pkgconfig	2.0.3	pkgload	1.2.3	plogr	0.2.0
plyr	1.8.6	praise	1.0.0	prettyunits	1.1.1
pROC	1.18.0	processx	3.5.2	prodlim	2019.11.13
progress	1.2.2	progressr	0.9.0	promises	1.2.0.1
proto	1.0.0	proxy	0.4-26	ps	1.6.0
purrr	0.3.4	r2d3	0.2.5	R6	2.5.1
randomForest	4.6-14	rappdirs	0.3.3	rcmdcheck	1.4.0
RColorBrewer	1.1-2	Rcpp	1.0.7	readr	2.0.2
readxl	1.3.1	recipes	0.1.17	rematch	1.0.1
rematch2	2.1.2	remotes	2.4.1	reprex	2.0.1
reshape2	1.4.4	rlang	0.4.12	rmarkdown	2.11
RODBC	1.3-19	roxygen2	7.1.2	rpart	4.1-15
rprojroot	2.0.2	Rserve	1.8-8	RSQLite	2.2.8
rstudioapi	0.13	rversions	2.1.1	rvest	1.0.2
sass	0.4.0	scales	1.1.1	selectr	0.4-2
sessioninfo	1.1.1	shape	1.4.6	shiny	1.7.1
sourcetools	0.1.7	sparklyr	1.7.2	SparkR	3.2.0
spatial	7.3-11	splines	4.1.1	sqldf	0.4-11
SQUAREM	2021.1	stats	4.1.1	stats4	4.1.1
stringi	1.7.5	stringr	1.4.0	survival	3.2-13
sys	3.4	tcltk	4.1.1	TeachingDemos	2.10
testthat	3.1.0	tibble	3.1.5	tidyr	1.1.4
tidyselect	1.1.1	tidyverse	1.3.1	timeDate	3043.102
tinytex	0.34	tools	4.1.1	tzdb	0.1.2
usethis	2.1.2	utf8	1.2.2	utils	4.1.1
uuid	0.1-4	vctrs	0.3.8	viridisLite	0.4.0
vroom	1.5.5	waldo	0.3.1	whisker	0.4
withr	2.4.2	xfun	0.27	xml2	1.3.2
xopen	1.0.0	xtable	1.8-4	yaml	2.2.1
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	1.11.655
com.amazonaws	aws-java-sdk-cloudformation	1.11.655
com.amazonaws	aws-java-sdk-cloudfront	1.11.655
com.amazonaws	aws-java-sdk-cloudhsm	1.11.655
com.amazonaws	aws-java-sdk-cloudsearch	1.11.655
com.amazonaws	aws-java-sdk-cloudtrail	1.11.655
com.amazonaws	aws-java-sdk-cloudwatch	1.11.655
com.amazonaws	aws-java-sdk-cloudwatchmetrics	1.11.655
com.amazonaws	aws-java-sdk-codedeploy	1.11.655
com.amazonaws	aws-java-sdk-cognitoidentity	1.11.655
com.amazonaws	aws-java-sdk-cognitosync	1.11.655
com.amazonaws	aws-java-sdk-config	1.11.655
com.amazonaws	aws-java-sdk-core	1.11.655
com.amazonaws	aws-java-sdk-datapipeline	1.11.655
com.amazonaws	aws-java-sdk-directconnect	1.11.655
com.amazonaws	aws-java-sdk-directory	1.11.655
com.amazonaws	aws-java-sdk-dynamodb	1.11.655
com.amazonaws	aws-java-sdk-ec2	1.11.655
com.amazonaws	aws-java-sdk-ecs	1.11.655
com.amazonaws	aws-java-sdk-efs	1.11.655
com.amazonaws	aws-java-sdk-elasticache	1.11.655
com.amazonaws	aws-java-sdk-elasticbeanstalk	1.11.655
com.amazonaws	aws-java-sdk-elasticloadbalancing	1.11.655
com.amazonaws	aws-java-sdk-elastictranscoder	1.11.655
com.amazonaws	aws-java-sdk-emr	1.11.655
com.amazonaws	aws-java-sdk-glacier	1.11.655
com.amazonaws	aws-java-sdk-glue	1.11.655
com.amazonaws	aws-java-sdk-iam	1.11.655
com.amazonaws	aws-java-sdk-importexport	1.11.655
com.amazonaws	aws-java-sdk-kinesis	1.11.655
com.amazonaws	aws-java-sdk-kms	1.11.655
com.amazonaws	aws-java-sdk-lambda	1.11.655
com.amazonaws	aws-java-sdk-logs	1.11.655
com.amazonaws	aws-java-sdk-machinelearning	1.11.655
com.amazonaws	aws-java-sdk-opsworks	1.11.655
com.amazonaws	aws-java-sdk-rds	1.11.655
com.amazonaws	aws-java-sdk-redshift	1.11.655
com.amazonaws	aws-java-sdk-route53	1.11.655
com.amazonaws	aws-java-sdk-s3	1.11.655
com.amazonaws	aws-java-sdk-ses	1.11.655
com.amazonaws	aws-java-sdk-simpledb	1.11.655
com.amazonaws	aws-java-sdk-simpleworkflow	1.11.655
com.amazonaws	aws-java-sdk-sns	1.11.655
com.amazonaws	aws-java-sdk-sqs	1.11.655
com.amazonaws	aws-java-sdk-ssm	1.11.655
com.amazonaws	aws-java-sdk-storagegateway	1.11.655
com.amazonaws	aws-java-sdk-sts	1.11.655
com.amazonaws	aws-java-sdk-support	1.11.655
com.amazonaws	aws-java-sdk-swf-libraries	1.11.22
com.amazonaws	aws-java-sdk-workspaces	1.11.655
com.amazonaws	jmespath-java	1.11.655
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	2.12.2
com.fasterxml.jackson.core	jackson-core	2.12.2
com.fasterxml.jackson.core	jackson-databind	2.12.2
com.fasterxml.jackson.dataformat	jackson-dataformat-cbor	2.12.2
com.fasterxml.jackson.datatype	jackson-datatype-joda	2.12.2
com.fasterxml.jackson.module	jackson-module-paranamer	2.12.2
com.fasterxml.jackson.module	jackson-module-scala_2.12	2.12.2
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	1.4.195
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.microsoft.sqlserver	mssql-jdbc	9.2.1.jre8
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	1.3.2
dev.ludovic.netlib	blas	1.3.2
dev.ludovic.netlib	lapack	1.3.2
hive-2.3__hadoop-3.2	jets3t-0.7	liball_deps_2.12
info.ganglia.gmetric4j	gmetric4j	1.0.10
io.airlift	aircompressor	0.19
io.delta	delta-sharing-spark_2.12	0.2.0
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	4.1.63.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	2.10.5
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	1.20
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	3.3.1-databricks
org.apache.hadoop	hadoop-client-runtime	3.3.1
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.htrace	htrace-core4	4.1.0-incubating
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	1.6.10
org.apache.orc	orc-mapreduce	1.6.10
org.apache.orc	orc-shims	1.6.10
org.apache.parquet	parquet-column	1.12.0-databricks-0003
org.apache.parquet	parquet-common	1.12.0-databricks-0003
org.apache.parquet	parquet-encoding	1.12.0-databricks-0003
org.apache.parquet	parquet-format-structures	1.12.0-databricks-0003
org.apache.parquet	parquet-hadoop	1.12.0-databricks-0003
org.apache.parquet	parquet-jackson	1.12.0-databricks-0003
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	9.4.40.v20210413
org.eclipse.jetty	jetty-continuation	9.4.40.v20210413
org.eclipse.jetty	jetty-http	9.4.40.v20210413
org.eclipse.jetty	jetty-io	9.4.40.v20210413
org.eclipse.jetty	jetty-jndi	9.4.40.v20210413
org.eclipse.jetty	jetty-plus	9.4.40.v20210413
org.eclipse.jetty	jetty-proxy	9.4.40.v20210413
org.eclipse.jetty	jetty-security	9.4.40.v20210413
org.eclipse.jetty	jetty-server	9.4.40.v20210413
org.eclipse.jetty	jetty-servlet	9.4.40.v20210413
org.eclipse.jetty	jetty-servlets	9.4.40.v20210413
org.eclipse.jetty	jetty-util	9.4.40.v20210413
org.eclipse.jetty	jetty-util-ajax	9.4.40.v20210413
org.eclipse.jetty	jetty-webapp	9.4.40.v20210413
org.eclipse.jetty	jetty-xml	9.4.40.v20210413
org.eclipse.jetty.websocket	websocket-api	9.4.40.v20210413
org.eclipse.jetty.websocket	websocket-client	9.4.40.v20210413
org.eclipse.jetty.websocket	websocket-common	9.4.40.v20210413
org.eclipse.jetty.websocket	websocket-server	9.4.40.v20210413
org.eclipse.jetty.websocket	websocket-servlet	9.4.40.v20210413
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	1.0
org.scalanlp	breeze_2.12	1.0
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.springframework	spring-core	4.1.4.RELEASE
org.springframework	spring-test	4.1.4.RELEASE
org.threeten	threeten-extra	1.5.0
org.tukaani	xz	1.8
org.typelevel	algebra_2.12	2.0.0-M2
org.typelevel	cats-kernel_2.12	2.0.0-M4
org.typelevel	machinist_2.12	0.6.8
org.typelevel	macro-compat_2.12	1.1.1
org.typelevel	spire-macros_2.12	0.17.0-M1
org.typelevel	spire-platform_2.12	0.17.0-M1
org.typelevel	spire-util_2.12	0.17.0-M1
org.typelevel	spire_2.12	0.17.0-M1
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