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Databricks Runtime 10.3 (EoS)

  • Artikkeli

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 10.3 and Databricks Runtime 10.3 Photon, powered by Apache Spark 3.2.1. Photon is in Public Preview. Databricks released this version in February 2022.

New features and improvements

Parquet and Avro writers now use the session time zone when rebasing timestamps in Parquet data sources

Parquet and Avro writers now use the session time zone while timestamp rebasing in legacy mode instead of using the default JVM time zone. The session time zone is set to the JVM time zone by default.

New functions in Spark SQL

The following Spark SQL functions are now supported in this release:

  • aes_decrypt: decrypts input by using AES.
  • aes_encrypt: encrypts input by using AES.
  • contains: determines whether an expression contains another expression.
  • endswith: determines whether an expression ends with another expression.
  • percentile_cont: returns a percentile value.
  • startswith: determines whether an expression starts with another expression.

Low shuffle merge is now generally available

The Delta MERGE INTO command uses a technique called low shuffle merge, which reduces shuffling of unmodified rows. This improves performance of the command and helps to preserve existing clustering on the table, such as Z-ordering. This functionality was introduced in Databricks Runtime 9.0 for Public Preview and has now reached general availability. To enable low shuffle merge, set spark.databricks.delta.merge.enableLowShuffle to true. See Low shuffle merge on Azure Databricks.

New COPY INTO features: validation mode and schema evolution

Validation mode: COPY INTO now supports a VALIDATE mode where the data that is to be loaded into a table is validated but not written to the table. These validations include:

  • Whether the data can be parsed.
  • Whether the schema matches that of the table or if the schema needs to be evolved.
  • Whether all nullability and check constraints are met.

Example usage:

COPY INTO <table>
FROM <path-to-files>
FILEFORMAT = <format>
VALIDATE [ALL | <num-rows> ROWS]

The default is to validate all of the data that is to be loaded. You can provide a number of rows to be validated with the ROWS keyword, such as VALIDATE 15 ROWS. The COPY INTO statement returns a preview of the data of 50 rows or less, when a number of less than 50 is used with the ROWS keyword).

Schema evolution: COPY INTO now supports schema evolution with the mergeSchema option in COPY_OPTIONS. To evolve the schema of a table, you must have OWN permissions on the table.

Example usage:

COPY INTO <table>
FROM <path-to-files>
FILEFORMAT = <format>
COPY_OPTIONS ('mergeSchema' = 'true')

See COPY INTO.

Identity columns are now supported in Delta tables (Public Preview)

Delta Lake now supports identity columns. When you write to a Delta table that defines an identity column, and you do not provide values for that column, Delta now automatically assigns a unique and statistically increasing or decreasing value. See CREATE TABLE [USING].

Library upgrades

  • Upgraded Python libraries:
    • distlib from 0.3.3 to 0.3.4
    • filelock from 3.4.0 to 3.4.2
    • numpy from 1.19.2 to 1.20.1
    • plotly from 5.3.1 to 5.5.0
  • Upgraded R libraries:
    • backports from 1.4.0 to 1.4.1
    • brio from 1.1.2 to 1.1.3
    • broom from 0.7.10 to 0.7.11
    • class from 7.3-19 to 7.3-20
    • cpp11 from 0.4.1 to 0.4.2
    • DBI from 1.1.1 to 1.1.2
    • devtools from 2.4.2 to 2.4.3
    • digest from 0.6.28 to 0.6.29
    • dtplyr from 1.1.0 to 1.2.0
    • fansi from 0.5.0 to 1.0.2
    • foreign from 0.8-81 to 0.8-82
    • fs from 1.5.0 to 1.5.2
    • gert from 1.4.3 to 1.5.0
    • glue from 1.5.0 to 1.6.0
    • httpuv from 1.6.3 to 1.6.5
    • jsonlite from 1.7.2 to 1.7.3
    • knitr from 1.36 to 1.37
    • MASS from 7.3-54 to 7.3-55
    • Matrix from 1.3-4 to 1.4-0
    • nlme from 3.1-152 to 3.1-155
    • nnet frm 7.3-16 to 7.3-17
    • openssl from 1.4.5 to 1.4.6
    • parallelly from 1.29.0 to 1.30.0
    • pkgbuild from 1.2.0 to 1.3.1
    • pkgload from 1.2.3 to 1.2.4
    • progressr from 0.9.0 to 0.10.0
    • Rcpp from 1.0.7 to 1.0.8
    • readr from 2.1.0 to 2.1.1
    • remotes from 2.4.1 to 2.4.2
    • RSQLite from 2.2.8 to 2.2.9
    • sessioninfo from 1.2.1 to 1.2.2
    • sparklyr from 1.7.2 to 1.7.4
    • testthat from 3.1.0 to 3.1.1
    • tinytex from 0.35 to 0.36
    • usethis from 2.1.3 to 2.1.5
    • vroom from 1.5.6 to 1.5.7
    • withr from 2.4.2 to 2.4.3
    • xfun from 0.28 to 0.29
    • xml2 from 1.3.2 to 1.3.3
  • Upgraded Java libraries:
    • dev.ludovic.netlib.arpack from 1.3.2 to 2.2.1
    • dev.ludovic.netlib.blas from 1.3.2 to 2.2.1
    • dev.ludovic.netlib.lapack from 1.3.2 to 2.2.1
    • io.delta.delta-sharing-spark_2.12 from 0.2.0 to 0.3.0

Apache Spark

Databricks Runtime 10.3 includes Apache Spark 3.2.1. This release includes all Spark fixes and improvements included in Databricks Runtime 10.2 (EoS), as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-37896] [SQL] Implement a ConstantColumnVector and improve performance of the hidden file metadata
  • [SPARK-37924] [SQL] Sort table properties by key in SHOW CREATE TABLE on VIEW (v1)
  • [SPARK-37636] [SQL] Migrate CREATE NAMESPACE to use V2 command by default
  • [SPARK-37381] [SQL] Unify v1 and v2 SHOW CREATE TABLE tests
  • [SPARK-37876] [CORE][SQL] Move SpecificParquetRecordReaderBase.listDirectory to TestUtils
  • [SPARK-37854] [CORE] Replace type check with pattern matching in Spark code
  • [SPARK-36967] [CORE] Report accurate shuffle block size if its skewed
  • [SPARK-37864] [SQL] Support vectorized read boolean values use RLE encoding with Parquet DataPage V2
  • [SPARK-37862] [SQL] RecordBinaryComparator should fast skip the check of aligning with unaligned platform
  • [SPARK-37855] [SQL] IllegalStateException when transforming an array inside a nested struct
  • [SPARK-37858] [SQL] Throw SparkRuntimeException with error classes from AES functions
  • [SPARK-37841] [SQL] BasicWriteTaskStatsTracker should not try get status for a skipped file
  • [SPARK-37860] [UI] Fix taskindex in the stage page task event timeline
  • [SPARK-36879] [SQL] Support Parquet v2 data page encoding (DELTA_BINARY_PACKED) for the vectorized path
  • [SPARK-37828] [SQL] Push down filters through RebalancePartitions
  • [SPARK-37802] [SQL][3.2] Composite field name should work with Aggregate push down
  • [SPARK-37826] [SQL] Use zstd codec name in ORC file names for hive orc impl
  • [SPARK-37820] [SQL] Replace ApacheCommonBase64 with JavaBase64 for string funcs
  • [SPARK-37832] [SQL] Orc struct converter should use an array to look up field converters rather than a linked list
  • [SPARK-37786] [SQL] StreamingQueryListener support use SQLConf.get to get corresponding SessionState’s SQLConf
  • [SPARK-37527] [SQL] Translate more standard aggregate functions for pushdown
  • [SPARK-37777] [SQL] Update the SQL syntax of SHOW FUNCTIONS
  • [SPARK-8582] [CORE] Checkpoint eagerly when asked to do so for real
  • [SPARK-37822] [SQL] StringSplit should return an array on non-null elements
  • [SPARK-37812] [SQL] When deserializing an Orc struct, reuse the result row when possible
  • [SPARK-37367] [SQL] Reenable exception test in DDLParserSuite.create view – basic
  • [SPARK-37796] [SQL] ByteArrayMethods arrayEquals should fast skip the check of aligning with unaligned platform
  • [SPARK-37817] [SQL][Minor] Remove unreachable code in complexTypeExtractors.scala
  • [SPARK-37807] [SQL] Fix a typo in HttpAuthenticationException message
  • [SPARK-37750] [SQL] ANSI mode: optionally return null result if element not exists in array/map
  • [SPARK-37789] [SQL] Add a class to represent general aggregate functions in DS V2
  • [SPARK-37785] [SQL][CORE] Add Utils.isInRunningSparkTask
  • [SPARK-37780] [SQL] QueryExecutionListener support use SQLConf.get to get corresponding SessionState’s SQLConf
  • [SPARK-37783] [SS][SQL][CORE] Enable tail-recursion wherever possible
  • [SPARK-37726] [SQL] Add spill size metrics for sort merge join
  • [SPARK-37800] [SQL] TreeNode.argString incorrectly formats arguments of type Set[_]
  • [SPARK-37716] [SQL] Improve error messages when a LateralJoin has non-deterministic expressions
  • [SPARK-37779] [SQL] Make ColumnarToRowExec plan canonicalizable after (de)serialization
  • [SPARK-37578] [SQL] Update task metrics from ds v2 custom metrics
  • [SPARK-37676] [SQL] Support ANSI Aggregation Function: percentile_cont
  • [SPARK-37724] [SQL] ANSI mode: disable ANSI reserved keywords by default
  • [SPARK-37705] [SQL][3.2] Rebase timestamps in the session time zone saved in Parquet/Avro metadata
  • [SPARK-34755] [SQL] Support the utils for transform number format
  • [SPARK-36703] [SQL] Remove the Sort if it is the child of RepartitionByExpression
  • [SPARK-37369] [SQL] Avoid redundant ColumnarToRow transition on InMemoryTableScan
  • [SPARK-37450] [SQL] Prune unnecessary fields from Generate
  • [SPARK-37728] [SQL] Reading nested columns with ORC vectorized reader can cause ArrayIndexOutOfBoundsException
  • [SPARK-37564] [SQL] Add code-gen for sort aggregate without grouping keys
  • [SPARK-37659] [UI][3.2] Fix FsHistoryProvider race condition between list and delet log info
  • [SPARK-37727] [SQL] Show ignored confs & hide warnings for conf already set in SparkSession.builder.getOrCreate
  • [SPARK-37391] [SQL]JdbcConnectionProvider tells if it modifies security context
  • [SPARK-37273] [SQL] Support hidden file metadata columns in Spark SQL
  • [SPARK-36876] [SQL] Support Dynamic Partition pruning for HiveTableScanExec
  • [SPARK-37546] [SQL] V2 ReplaceTableAsSelect command should qualify location
  • [SPARK-37545] [SQL] V2 CreateTableAsSelect command should qualify location
  • [SPARK-37707] [SQL] Allow store assignment and implicit cast among datetime types
  • [SPARK-37644] [SQL] Support datasource v2 complete aggregate pushdown
  • [SPARK-37695] [CORE][SHUFFLE] Skip diagnosis ob merged blocks from push-based shuffle
  • [SPARK-35295] [ML] Replace fully com.github.fommil.netlib by dev.ludovic.netlib:2.0
  • [SPARK-37694] [SQL] Disallow delete resources in spark sql cli
  • [SPARK-37330] [SQL] Migrate ReplaceTableStatement to v2 command
  • [SPARK-27974] [SQL] Support ANSI Aggregate Function: array_agg
  • [SPARK-36902] [SQL] Migrate CreateTableAsSelectStatement to v2 command
  • [SPARK-37678] [PYTHON] Fix _cleanup_and_return signature
  • [SPARK-37613] [SQL] Support ANSI Aggregate Function: regr_count
  • [SPARK-37689] [SQL] Expand should be supported in PropagateEmptyRelation
  • [SPARK-37654] [SQL] Fix NPE in Row.getSeq when field is Null
  • [SPARK-37496] [SQL] Migrate ReplaceTableAsSelectStatement to v2 command
  • [SPARK-37483] [SQL] Support push down top N to JDBC data source V2
  • [SPARK-37577] [SQL] Fix ClassCastException: ArrayType cannot be cast to StructType for Generate Pruning
  • [SPARK-37310] [SQL] Migrate ALTER NAMESPACE … SET PROPERTIES to use V2 command by default
  • [SPARK-37501] [SQL] CREATE/REPLACE TABLE should qualify location for v2 command
  • [SPARK-37343] [SQL] Implement createIndex, IndexExists and dropIndex in JDBC (Postgres dialect)
  • [SPARK-37060] [CORE][3.2] Handle driver status response from backup masters
  • [SPARK-37629] [SQL] Speed up Expression.canonicalized
  • [SPARK-37633] [SQL] Unwrap cast should skip if downcast failed with an…
  • [SPARK-37631] [SQL] Code clean up on promoting strings to double type in math functions
  • [SPARK-37569] [SQL] Don’t mark nested view fields as nullable
  • [SPARK-37557] [SQL] Replace object hash with sort aggregate if child is already sorted
  • [SPARK-36850] [SQL] Migrate CreateTableStatement to v2 command framework
  • [SPARK-37592] [SQL] Improve performance of JoinSelection
  • [SPARK-37217] [SQL] The number of dynamic partitions should early check when writing to external tables
  • [SPARK-37584] [SQL] New SQL function: map_contains_key
  • [SPARK-37455] [SQL] Replace hash with sort aggregate if child is already sorted
  • [SPARK-34735] [SQL][UI] Add modified configs for SQL execution in UI
  • [SPARK-37540] [SQL] Detect more unsupported time travel
  • [SPARK-37376] [SQL] Introduce a new DataSource V2 interface HasPartitionKey
  • [SPARK-37666] [SQL] Set GCM as the default mode in aes_encrypt()/aes_decrypt()
  • [SPARK-37573] [SQL] IsolatedClientLoader should fallback to related version, not always hadoop-2.7.4
  • [SPARK-37561] [SQL] Avoid loading all functions when obtaining hive’s DelegationToken
  • [SPARK-37370] [SQL] Add SQL configs to control newly added join code-gen in 3.3
  • [SPARK-37311] [SQL] Migrate ALTER NAMESPACE … SET LOCATION to use V2 command by default
  • [SPARK-37192] [SQL] Migrate SHOW TBLPROPERTIES to use V2 command by default
  • [SPARK-37219] [SQL] Add AS OF syntax support
  • [SPARK-37316] [SQL] Add code-gen for existence sort merge join
  • [SPARK-37591] [SQL] Support the GCM mode by aes_encrypt()/aes_decrypt()
  • [SPARK-37586] [SQL] Add the mode and padding args to aes_encrypt()/aes_decrypt()
  • [SPARK-12567] [SQL] Add aes_encrypt and aes_decrypt builtin functions
  • [SPARK-37392] [SQL] Fix the performance bug when inferring constraints for Generate
  • [SPARK-37481] [Core][WebUI] Fix disappearance of skipped stages after they retry
  • [SPARK-37533] [SQL] New SQL function: try_element_at
  • [SPARK-37451] [SQL] Fix cast string type to decimal type if spark.sql.legacy.allowNegativeScaleOfDecimal is enabled
  • [SPARK-37062] [SS] Introduce a new data source for providing consistent set of rows per microbatch
  • [SPARK-37552] [SQL] Add the convert_timezone() function
  • [SPARK-37555] [SQL] spark-sql should pass last unclosed comment to backend
  • [SPARK-37286] [SQL] Move compileAggregates from JDBCRDD to JdbcDialect
  • [SPARK-37485] [CORE][SQL] Replace map with expressions which produce no result with foreach
  • [SPARK-37556] [SQL] Deser void class fail with Java serialization
  • [SPARK-37520] [SQL] Add the startswith() and endswith() string functions
  • [SPARK-37471] [SQL] spark-sql support ; in nested bracketed comment
  • [SPARK-37360] [SQL] Support TimestampNTZ in JSON data source
  • [SPARK-37508] [SQL] Add CONTAINS() string function
  • [SPARK-37494] [SQL] Unify v1 and v2 options output of SHOW CREATE TABLE command
  • [SPARK-37524] [SQL] We should drop all tables after testing dynamic partition pruning.
  • [SPARK-37389] [SQL] Check unclosed bracketed comments
  • [SPARK-37220] [SQL] Do not split input file for Parquet reader with aggregate push down
  • [SPARK-37326] [SQL] Support TimestampNTZ in CSV data source
  • [SPARK-35867] [SQL] Enable vectorized read for VectorizedPlainValuesReader.readBooleans
  • [SPARK-37484] [CORE][SQL] Replace get and getOrElse with getOrElse
  • [SPARK-37492] [SQL] Optimize Orc test code with withAllNativeOrcReaders
  • [SPARK-37458] [SS] Remove unnecessary SerializeFromObject from the plan of foreachBatch

Maintenance updates

See Databricks Runtime 10.3 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: 4.1.2
  • Delta Lake: 1.1.0

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
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 3.4.2 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 5.5.0 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 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 2022-01-19.

Library Version Library Version Library Version
askpass 1.1 assertthat 0.2.1 backports 1.4.1
base 4.1.2 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 1.1.3 broom 0.7.11
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 7.3-20 cli 3.1.0 clipr 0.7.1
cluster 2.1.2 codetools 0.2-18 colorspace 2.0-2
commonmark 1.7 compiler 4.1.2 config 0.3.1
cpp11 0.4.2 crayon 1.4.2 credentials 1.3.2
curl 4.3.2 data.table 1.14.2 datasets 4.1.2
DBI 1.1.2 dbplyr 2.1.1 desc 1.4.0
devtools 2.4.3 diffobj 0.3.5 digest 0.6.29
dplyr 1.0.7 dtplyr 1.2.0 e1071 1.7-9
ellipsis 0.3.2 evaluate 0.14 fansi 1.0.2
farver 2.1.0 fastmap 1.1.0 fontawesome 0.2.2
forcats 0.5.1 foreach 1.5.1 foreign 0.8-82
forge 0.2.0 fs 1.5.2 future 1.23.0
future.apply 1.8.1 gargle 1.2.0 generics 0.1.1
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 1.6.0 googledrive 2.0.0 googlesheets4 1.0.0
gower 0.2.2 graphics 4.1.2 grDevices 4.1.2
grid 4.1.2 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 1.6.5 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 1.0.13
jquerylib 0.1.4 jsonlite 1.7.3 KernSmooth 2.23-20
knitr 1.37 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 7.3-55 Matrix 1.4-0
memoise 2.0.1 methods 4.1.2 mgcv 1.8-38
mime 0.12 ModelMetrics 1.2.2.2 modelr 0.1.8
munsell 0.5.0 nlme 3.1-155 nnet 7.3-17
numDeriv 2016.8-1.1 openssl 1.4.6 parallel 4.1.2
parallelly 1.30.0 pillar 1.6.4 pkgbuild 1.3.1
pkgconfig 2.0.3 pkgload 1.2.4 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 0.10.0 promises 1.2.0.1
proto 1.0.0 proxy 0.4-26 ps 1.6.0
purrr 0.3.4 r2d3 0.2.5 R6 2.5.1
randomForest 4.6-14 rappdirs 0.3.3 rcmdcheck 1.4.0
RColorBrewer 1.1-2 Rcpp 1.0.8 RcppEigen 0.3.3.9.1
readr 2.1.1 readxl 1.3.1 recipes 0.1.17
rematch 1.0.1 rematch2 2.1.2 remotes 2.4.2
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 1.8-10
RSQLite 2.2.9 rstudioapi 0.13 rversions 2.1.1
rvest 1.0.2 sass 0.4.0 scales 1.1.1
selectr 0.4-2 sessioninfo 1.2.2 shape 1.4.6
shiny 1.7.1 sourcetools 0.1.7 sparklyr 1.7.4
SparkR 3.2.0 spatial 7.3-11 splines 4.1.2
sqldf 0.4-11 SQUAREM 2021.1 stats 4.1.2
stats4 4.1.2 stringi 1.7.6 stringr 1.4.0
survival 3.2-13 sys 3.4 tcltk 4.1.2
TeachingDemos 2.10 testthat 3.1.1 tibble 3.1.6
tidyr 1.1.4 tidyselect 1.1.1 tidyverse 1.3.1
timeDate 3043.102 tinytex 0.36 tools 4.1.2
tzdb 0.2.0 usethis 2.1.5 utf8 1.2.2
utils 4.1.2 uuid 1.0-3 vctrs 0.3.8
viridisLite 0.4.0 vroom 1.5.7 waldo 0.3.1
whisker 0.4 withr 2.4.3 xfun 0.29
xml2 1.3.3 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 2.12.3
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 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 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 0.3.0
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 3.3.1-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 1.6.12
org.apache.orc orc-mapreduce 1.6.12
org.apache.orc orc-shims 1.6.12
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 9.4.43.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.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 2.0.1
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