Databricks Runtime 10.1

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 these images in November 2021. Photon is in Public Preview.

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 Enable Auto Optimize and When to opt in to Auto Compaction.

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: 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()

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. See coverage of Trigger.AvailableNow in:

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 DataFrame options.

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.

Sparklyr with credential passthrough

You can now use the sparklyr APIs to read and write data to and from cloud storage by using credential passthrough. This functionality is limited to standard clusters with single user access. See Access S3 buckets using IAM credential passthrough with Databricks SCIM.

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 Utilities credentials API for R

You can now use dbutils.credentials with credential passthrough in R notebooks. See Credentials utility (dbutils.credentials).

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, 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

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-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