Databricks Runtime 12.0 (unsupported)

  • Article

The following release notes provide information about Databricks Runtime 12.0, powered by Apache Spark 3.3.1.

Databricks released these images in December, 2022.

New features and improvements

Predictive I/O is GA

Predictive I/O is now generally available. For more information, see What is predictive I/O?.

Photon writer supports zstd compression

Photon native writer now supports the zstd compression codec when zstd is enabled by setting spark.sql.parquet.compression.codec to zstd.

Support for stage-level task resource profile for standalone clusters

You can now use stage-level scheduling on standalone clusters when dynamic allocation is disabled. To use this feature, specify the task resources with ResourceProfileBuilder for each stage.

SQL support for selective overwrite with REPLACE WHERE

You can now selectively overwrite data matching an arbitrary expression in a Delta table using the following pattern.

INSERT INTO table_name REPLACE WHERE predicate append_relation

See Arbitrary selective overwrite with replaceWhere.

Watermarks are now supported in SQL

You can now specify watermarks using the Delta Live Tables SQL interface and in SQL queries against streaming DataFrames. See WATERMARK clause.

PySpark memory profiling

Memory profiling is now enabled for PySpark user-defined functions. This provides information on memory increment, memory usage, and number of occurrences for each line of code in a user-defined function.

Dynamic pruning for DELETE and UPDATE

When using Photon-enabled compute, DELETE and UPDATE now use dynamic file and partition pruning where it improves performance. For example, dynamic pruning is enabled when a smaller source table is used to update or delete rows in a larger table.

Row-level delete metrics for partitioned data manipulation language operations

With partitioned predicates, users can now audit how many rows are deleted when running data manipulation language (DML) operations such as DELETE, TRUNCATE, and replaceWhere.

Bug fixes

Fixed an issue with JSON parsing in Auto Loader where all columns were left as strings. Previously, cloudFiles.inferColumnTypes was not set or set to false and the JSON contained nested objects.

Library upgrades

  • Upgraded Python libraries:
    • argon2-cffi from 20.1.0 to 21.3.0
    • attrs from 21.2.0 to 21.4.0
    • backports.entry-points-selectable from 1.1.1 to 1.2.0
    • bleach from 4.0.0 to 4.1.0
    • boto3 from 1.21.18 to 1.21.32
    • botocore from 1.24.18 to 1.24.32
    • cffi from 1.14.6 to 1.15.0
    • click from 8.0.3 to 8.0.4
    • cycler from 0.10.0 to 0.11.0
    • Cython from 0.29.24 to 0.29.28
    • debugpy from 1.4.1 to 1.5.1
    • decorator from 5.1.0 to 5.1.1
    • entrypoints from 0.3 to 0.4
    • idna from 3.2 to 3.3
    • ipykernel from 6.12.1 to 6.15.3
    • ipython from 7.32.0 to 8.5.0
    • ipywidgets from 7.7.0 to 7.7.2
    • jedi from 0.18.0 to 0.18.1
    • joblib from 1.0.1 to 1.1.0
    • jsonschema from 3.2.0 to 4.4.0
    • kiwisolver from 1.3.1 to 1.3.2
    • matplotlib from 3.4.3 to 3.5.1
    • nbclient from 0.5.3 to 0.5.13
    • nbconvert from 6.1.0 to 6.4.4
    • nbformat from 5.1.3 to 5.3.0
    • nest-asyncio from 1.5.1 to 1.5.5
    • notebook from 6.4.5 to 6.4.8
    • numpy from 1.20.3 to 1.21.5
    • packaging from 21.0 to 21.3
    • pandas from 1.3.4 to 1.4.2
    • pandocfilters from 1.4.3 to 1.5.0
    • parso from 0.8.2 to 0.8.3
    • Pillow from 8.4.0 to 9.0.1
    • platformdirs from 2.5.2 to 2.5.4
    • plotly from 5.9.0 to 5.6.0
    • prometheus-client from 0.11.0 to 0.13.1
    • protobuf from 4.21.5 to 3.19.4
    • pycparser from 2.20 to 2.21
    • Pygments from 2.10.0 to 2.11.2
    • pyodbc from 4.0.31 to 4.0.32
    • pyzmq from 22.2.1 to 22.3.0
    • requests from 2.26.0 to 2.27.1
    • s3transfer from 0.5.2 to 0.5.0
    • scikit-learn from 0.24.2 to 1.0.2
    • scipy from 1.7.1 to 1.7.3
    • statsmodels from 0.12.2 to 0.13.2
    • terminado from 0.9.4 to 0.13.1
    • tomli from 2.0.1 to 1.2.2
    • traitlets from 5.1.0 to 5.1.1
    • urllib3 from 1.26.7 to 1.26.9
    • widgetsnbextension from 3.6.0 to 3.6.1
  • Upgraded R libraries:
    • base from 4.1.3 to 4.2.2
    • brew from 1.0-7 to 1.0-8
    • bslib from 0.4.0 to 0.4.1
    • callr from 3.7.2 to 3.7.3
    • chron from 2.3-57 to 2.3-58
    • cli from 3.3.0 to 3.4.1
    • cluster from 2.1.3 to 2.1.4
    • commonmark from 1.8.0 to 1.8.1
    • compiler from 4.1.3 to 4.2.2
    • cpp11 from 0.4.2 to 0.4.3
    • crayon from 1.5.1 to 1.5.2
    • curl from 4.3.2 to 4.3.3
    • data.table from 1.14.2 to 1.14.4
    • datasets from 4.1.3 to 4.2.2
    • desc from 1.4.1 to 1.4.2
    • devtools from 2.4.4 to 2.4.5
    • digest from 0.6.29 to 0.6.30
    • e1071 from 1.7-11 to 1.7-12
    • evaluate from 0.16 to 0.18
    • fontawesome from 0.3.0 to 0.4.0
    • future from 1.28.0 to 1.29.0
    • future.apply from 1.9.1 to 1.10.0
    • gargle from 1.2.0 to 1.2.1
    • gert from 1.8.0 to 1.9.1
    • ggplot2 from 3.3.6 to 3.4.0
    • gh from 1.3.0 to 1.3.1
    • gitcreds from 0.1.1 to 0.1.2
    • graphics from 4.1.3 to 4.2.2
    • grDevices from 4.1.3 to 4.2.2
    • grid from 4.1.3 to 4.2.2
    • httpuv from 1.6.5 to 1.6.6
    • isoband from 0.2.5 to 0.2.6
    • jsonlite from 1.8.0 to 1.8.3
    • lava from 1.6.10 to 1.7.0
    • lifecycle from 1.0.1 to 1.0.3
    • lubridate from 1.8.0 to 1.9.0
    • markdown from 1.1 to 1.3
    • MASS from 7.3-56 to 7.3-58
    • Matrix from 1.4-1 to 1.5-1
    • methods from 4.1.3 to 4.2.2
    • mgcv from 1.8-40 to 1.8-41
    • nlme from 3.1-157 to 3.1-160
    • nnet from 7.3-17 to 7.3-18
    • openssl from 2.0.2 to 2.0.4
    • parallel from 4.1.3 to 4.2.2
    • pkgload from 1.3.0 to 1.3.1
    • processx from 3.7.0 to 3.8.0
    • ps from 1.7.1 to 1.7.2
    • purrr from 0.3.4 to 0.3.5
    • ragg from 1.2.2 to 1.2.4
    • RcppEigen from 0.3.3.9.2 to 0.3.3.9.3
    • readr from 2.1.2 to 2.1.3
    • recipes from 1.0.1 to 1.0.3
    • rlang from 1.0.5 to 1.0.6
    • rmarkdown from 2.16 to 2.18
    • rpart from 4.1.16 to 4.1.19
    • RSQLite from 2.2.16 to 2.2.18
    • shiny from 1.7.2 to 1.7.3
    • SparkR from 3.3.0 to 3.3.1
    • splines from 4.1.3 to 4.2.2
    • stats from 4.1.3 to 4.2.2
    • stats4 from 4.1.3 to 4.2.2
    • sys from 3.4 to 3.4.1
    • tcltk from 4.1.3 to 4.2.2
    • testthat from 3.1.4 to 3.1.5
    • tidyr from 1.2.0 to 1.2.1
    • tidyselect from 1.1.2 to 1.2.0
    • timeDate from 4021.104 to 4021.106
    • tinytex from 0.41 to 0.42
    • tools from 4.1.3 to 4.2.2
    • utils from 4.1.3 to 4.2.2
    • vctrs from 0.4.1 to 0.5.0
    • vroom from 1.5.7 to 1.6.0
    • xfun from 0.32 to 0.34
    • yaml from 2.3.5 to 2.3.6
    • zip from 2.2.0 to 2.2.2
  • Upgraded Java libraries:
    • com.fasterxml.jackson.core.jackson-databind from 2.13.4 to 2.13.4.2
    • org.apache.parquet.parquet-column from 1.12.0-databricks-0007 to 1.12.3-databricks-0001
    • org.apache.parquet.parquet-common from 1.12.0-databricks-0007 to 1.12.3-databricks-0001
    • org.apache.parquet.parquet-encoding from 1.12.0-databricks-0007 to 1.12.3-databricks-0001
    • org.apache.parquet.parquet-format-structures from 1.12.0-databricks-0007 to 1.12.3-databricks-0001
    • org.apache.parquet.parquet-hadoop from 1.12.0-databricks-0007 to 1.12.3-databricks-0001
    • org.apache.parquet.parquet-jackson from 1.12.0-databricks-0007 to 1.12.3-databricks-0001
    • org.apache.yetus.audience-annotations from 0.5.0 to 0.13.0

Apache Spark

Databricks Runtime 12.0 includes Apache Spark 3.3.1. This release includes all Spark fixes and improvements included in Databricks Runtime 11.3 LTS, as well as the following additional bug fixes and improvements made to Spark:

  • [SPARK-40844] [SC-116996][12.x][12.0][12.0.0] Revert “[SC-113542][SS] Flip the default value of Kafka offset fetching config”
  • [SPARK-40646] [SC-116061] Revert “[SC-113379][SQL] Fix returning partial results in JSON data source and JSON functions”
  • [SPARK-41195] [SC-116305][SQL] Support PIVOT/UNPIVOT with join children
  • [SPARK-41178] [SC-116139][SQL] Fix parser rule precedence between JOIN and comma
  • [SPARK-41072] [SC-116140][SC-116044][SC-115852][SQL][SS] Add the error class STREAM_FAILED to StreamingQueryException
  • [SPARK-40921] Revert “[SC-115140][SC-114585][SQL] Add WHEN NOT MATCHED BY SOURCE clause to MERGE INTO
  • [SPARK-37980] [SC-115758] [SQL] Extend METADATA column to support row indexes for Parquet files
  • [SPARK-41055] [SC-115582][SQL] Rename _LEGACY_ERROR_TEMP_2424 to GROUP_BY_AGGREGATE
  • [SPARK-41101] [SC-115849][PYTHON][PROTOBUF] Message classname support for PYSPARK-PROTOBUF
  • [SPARK-40956] [SC-115867] SQL Equivalent for Dataframe overwrite command
  • [SPARK-41095] [SC-115659][SQL] Convert unresolved operators to internal errors
  • [SPARK-41144] [SC-115866][SQL] Unresolved hint should not cause query failure
  • [SPARK-41137] [SC-115858][SQL] Rename LATERAL_JOIN_OF_TYPE to INVALID_LATERAL_JOIN_TYPE
  • [SPARK-40998] [SC-114754][SQL] Rename the error class _LEGACY_ERROR_TEMP_0040 to INVALID_IDENTIFIER
  • [SPARK-41015] [SC-115130][SQL][PROTOBUF] UnitTest null check for data generator
  • [SPARK-40769] [SC-114923][CORE][SQL] Migrate type check failures of aggregate expressions onto error classes
  • [SPARK-41043] [SC-115183][SQL] Rename the error class _LEGACY_ERROR_TEMP_2429 to NUM_COLUMNS_MISMATCH
  • [SPARK-40777] [SC-114855][SQL][PROTOBUF] Protobuf import support and move error-classes.
  • [SPARK-41019] [SC-114987][SQL] Provide a query context to failAnalysis()
  • [SPARK-41027] [SC-115131][SQL] Use UNEXPECTED_INPUT_TYPE instead of MAP_FROM_ENTRIES_WRONG_TYPE
  • [SPARK-40476] [SC-115868][SC-111163][ML][SQL] Reduce the shuffle size of ALS
  • [SPARK-41134] [SC-115851][SQL] Improve error message of internal errors
  • [SPARK-37980] Revert ” [SQL] Extend METADATA column to support row indexes for Parquet files
  • [SPARK-41109] [SC-115788][SQL] Rename the error class _LEGACY_ERROR_TEMP_1216 to INVALID_LIKE_PATTERN
  • [SPARK-40984] [SC-115844][CORE][SQL] Use NON_FOLDABLE_INPUT instead of FRAME_LESS_OFFSET_WITHOUT_FOLDABLE
  • [SPARK-41029] [SC-115828][SQL] Optimize constructor use of GenericArrayData for Scala 2.13
  • [SPARK-40697] [SC-113648][SQL] Add read-side char padding to cover external data files
  • [SPARK-40978] [SC-114574][SQL] Migrate failAnalysis() w/o a context onto error classes
  • [SPARK-40663] [SC-114586][SQL] Migrate execution errors onto error classes: _LEGACY_ERROR_TEMP_2251-2275
  • [SPARK-38959] [SC-115672][SC-112707][SQL] DS V2: Support runtime group filtering in row-level commands
  • [SPARK-40372] [SC-115668][SQL] Migrate failures of array type checks onto error classes
  • [SPARK-41038] [SC-115371][SQL] Rename MULTI_VALUE_SUBQUERY_ERROR to SCALAR_SUBQUERY_TOO_MANY_ROWS
  • [SPARK-40965] [SC-114443][SQL] Rename the error class _LEGACY_ERROR_TEMP_1208 to FIELD_NOT_FOUND
  • [SPARK-40748] [SC-114696][SQL] Migrate type check failures of conditions onto error classes
  • [SPARK-40371] [SC-114557][SQL] Migrate type check failures of NthValue and NTile onto error classes
  • [SPARK-41092] [SC-115547][SQL] Do not use identifier to match interval units
  • [SPARK-41009] [SC-115360][SQL] Rename the error class _LEGACY_ERROR_TEMP_1070 to LOCATION_ALREADY_EXISTS
  • [SPARK-37980] [SQL] Extend METADATA column to support row indexes for Parquet files
  • [SPARK-40967] [SC-114448][SQL] Migrate failAnalysis() onto error classes
  • [SPARK-34265] [SC-115486][SC-113788][PYTHON][SQL] Instrument Python UDFs using SQL metrics
  • [SPARK-41012] [SC-114873][SQL] Rename _LEGACY_ERROR_TEMP_1022 to ORDER_BY_POS_OUT_OF_RANGE
  • [SPARK-41042] [SC-115142][SQL] Rename PARSE_CHAR_MISSING_LENGTH to DATATYPE_MISSING_SIZE
  • [SPARK-40752] [SC-114442][SQL] Migrate type check failures of misc expressions onto error classes
  • [SPARK-37945] [SC-115534][SQL][CORE] Use error classes in the execution errors of arithmetic ops
  • [SPARK-40374] [SC-114705][SQL] Migrate type check failures of type creators onto error classes
  • [SPARK-41056] [SC-115354][R] Fix new R_LIBS_SITE behavior introduced in R 4.2
  • [SPARK-41041] [SC-115357][SQL] Integrate _LEGACY_ERROR_TEMP_1279 into TABLE_OR_VIEW_ALREADY_EXISTS
  • [SPARK-40663] [SC-114852][SQL] Migrate execution errors onto error classes: _LEGACY_ERROR_TEMP_2201-2225
  • [SPARK-41020] [SC-114984][SQL] Rename the error class _LEGACY_ERROR_TEMP_1019 to STAR_GROUP_BY_POS
  • [SPARK-41035] [SC-115233][SQL] Don’t patch foldable children of aggregate functions in RewriteDistinctAggregates
  • [SPARK-39778] [SC-114353][SQL] Improve error classes and messages
  • [SPARK-40798] [SC-113782][SQL] Alter partition should verify value follow storeAssignmentPolicy
  • [SPARK-40810] [SC-113533][SQL] Use SparkIllegalArgumentException instead of IllegalArgumentException in CreateDatabaseCommand & AlterDatabaseSetLocationCommand
  • [SPARK-40921] [SC-115140][SC-114585][SQL] Add WHEN NOT MATCHED BY SOURCE clause to MERGE INTO
  • [SPARK-40360] [SC-114965] ALREADY_EXISTS and NOT_FOUND exceptions
  • [SPARK-41007] [SC-115085][SQL] Add missing serializer for java.math.BigInteger
  • [SPARK-40751] [SC-114254][SQL] Migrate type check failures of high order functions onto error classes
  • [SPARK-40248] [SC-114704][SQL] Use larger number of bits to build Bloom filter
  • [SPARK-41040] [SC-115145][SS] Fix self-union streaming query failure when using readStream.table
  • [SPARK-32380] [SC-114966][SQL] Fixing access of HBase table via Hive from Spark
  • [SPARK-40749] [SC-114860][SQL] Migrate type check failures of generators onto error classes
  • [SPARK-40925] [SC-114445][SQL][SS][WARMFIX][12.x] Fix stateful operator late re…
  • [SPARK-40654] [SC-112783] Remove temporary log lines
  • [SPARK-40742] [SC-114913][SC-112646][CORE][SQL] Fix Java compilation warnings related to generic type
  • [SPARK-40657] [SC-113642][Cherry-pick] Add support for Java classes in Protob…
  • [SPARK-40898] [SC-113932][SQL] Quote function names in datatype mismatch errors
  • [SPARK-40760] [SC-113750][SQL] Migrate type check failures of interval expressions onto error classes
  • [SPARK-36114] [SC-113771][SQL] Support subqueries with correlated non-equality predicates
  • [SPARK-40856] [SC-113738][SQL] Update the error template of WRONG_NUM_PARAMS
  • [SPARK-40759] [SC-114251][SQL] Migrate type check failures of time window onto error classes
  • [SPARK-40750] [SC-113812][SQL] Migrate type check failures of math expressions onto error classes
  • [SPARK-40756] [SC-113749][SQL] Migrate type check failures of string expressions onto error classes
  • [SPARK-40768] [SC-113640][SQL] Migrate type check failures of bloom_filter_agg() onto error classes
  • [SPARK-40369] [SC-113402][CORE][SQL] Migrate the type check failures of calls via reflection onto error classes
  • [SPARK-39445] [SQL] Remove the window if windowExpressions is empty in column pruning
  • [SPARK-40761] [SC-113245][SQL] Migrate type check failures of percentile expressions onto error classes
  • [SPARK-40361] [SC-112789][SQL] Migrate arithmetic type check failures onto error classes
  • [SPARK-40714] [SC-112576][SQL] Remove PartitionAlreadyExistsException
  • [SPARK-40702] [SC-112437][SQL] Fix partition specs in PartitionsAlreadyExistException
  • [SPARK-40358] [SC-112631][SQL] Migrate collection type check failures onto error classes
  • [SPARK-40910] [SC-114259][SQL] Replace UnsupportedOperationException with SparkUnsupportedOperationException
  • [SPARK-39876] [SC-112429][SQL] Add UNPIVOT to SQL syntax
  • [SPARK-39783] [SC-113389][SQL] Quote qualifiedName to fix backticks for column candidates in error messages
  • [SPARK-40663] [SC-112520][SQL] Migrate execution errors onto error classes: _LEGACY_ERROR_TEMP_2026-2282
  • [SPARK-40975] [SC-114555][SQL] Rename the error class _LEGACY_ERROR_TEMP_0021 to UNSUPPORTED_TYPED_LITERAL
  • [SPARK-37935] [SC-114472][SQL] Eliminate separate error sub-classes fields
  • [SPARK-40944] [SC-114530][SQL] Relax ordering constraint for CREATE TABLE column options
  • [SPARK-40815] [SC-114528][SQL] Add DelegateSymlinkTextInputFormat to workaround SymlinkTextInputSplit bug
  • [SPARK-40933] [SC-114441][SQL] Reimplement df.stat.{cov, corr} with built-in sql functions
  • [SPARK-40932] [SC-114439][CORE] Fix issue messages for allGather are overridden
  • [SPARK-39312] [SQL] Use parquet native In predicate for in filter push down
  • [SPARK-40862] [SC-114352][SQL] Support non-aggregated subqueries in RewriteCorrelatedScalarSubquery
  • [SPARK-40963] [SC-114446][SQL] Set nullable correctly in project created by ExtractGenerator
  • [SPARK-40663] [SC-112295][SQL] Migrate execution errors onto error classes: _LEGACY_ERROR_TEMP_2000-2024
  • [SPARK-40892] [SC-114347][SQL][SS] Loosen the requirement of window_time rule - allow multiple window_time calls
  • [SPARK-40540] [SC-111639][SQL] Migrate compilation errors onto error classes: _LEGACY_ERROR_TEMP_1100-1347
  • [SPARK-40924] [SC-114258][SQL] Fix for Unhex when input has odd number of symbols
  • [SPARK-40821] [SC-113754][SQL][CORE][PYTHON][SS] Introduce window_time function to extract event time from the window column
  • [SPARK-40800] [SC-113772][SQL] Always inline expressions in OptimizeOneRowRelationSubquery
  • [SPARK-40900] [SC-114006][SQL] Reimplement frequentItems with dataframe operations
  • [SPARK-40735] [SC-114022][SC-112657] Consistently invoke bash with /usr/bin/env bash in scripts to make code more portable
  • [SPARK-40773] [SC-113091][SQL] Refactor checkCorrelationsInSubquery
  • [SPARK-40615] [SC-113400][SQL] Check unsupported data types when decorrelating subqueries
  • [SPARK-40660] [SC-112293][CORE][SQL] Switch to XORShiftRandom to distribute elements
  • [SPARK-40540] [SC-113926][SC-111331][SQL] Migrate compilation errors onto error classes
  • [SPARK-40551] [SC-113135][SQL] DataSource V2: Add APIs for delta-based row-level operations
  • [SPARK-39391] [SC-110676][CORE] Reuse Partitioner classes
  • [SPARK-40368] [SC-113396][SQL] Migrate Bloom Filter type check failures onto error classes
  • [SPARK-39146] [SC-111814][CORE][SQL] Introduce local singleton for ObjectMapper that may be reused
  • [SPARK-40357] [SC-113786][SC-111352][SQL] Migrate window type check failures onto error classes
  • [SPARK-40874] [SC-113756][PYTHON] Fix broadcasts in Python UDFs when encryption enabled
  • [SPARK-40359] [SC-113770][SC-111146][SQL] Migrate type check fails in CSV/JSON expressions to error classes
  • [SPARK-40880] [SC-113764][SQL] Reimplement summary with dataframe operations
  • [SPARK-40877] [SC-113763][SQL] Reimplement crosstab with dataframe operations
  • [SPARK-40382] [SC-113098][SQL] Group distinct aggregate expressions by semantically equivalent children in RewriteDistinctAggregates
  • [SPARK-40826] [SC-113532][SS] Add additional checkpoint rename file check
  • [SPARK-40829] [SC-113426][SQL] STORED AS serde in CREATE TABLE LIKE view does not work
  • [SPARK-40844] [SC-113542][SS] Flip the default value of Kafka offset fetching config
  • [SPARK-40488] [SC-113568][SC-111160] Do not wrap exceptions thrown when datasource write fails
  • [SPARK-40560] [SC-113631][SC-111335][SQL] Rename message to messageTemplate in the STANDARD format of errors
  • [SPARK-40618] [SC-113096][SQL] Fix bug in MergeScalarSubqueries rule with nested subqueries using reference tracking
  • [SPARK-40530] [SC-113528][SC-111332][SQL] Add error-related developer APIs
  • [SPARK-40806] [SC-113250][SQL] Typo fix: CREATE TABLE -> REPLACE TABLE
  • [SPARK-40646] [SC-113379][SQL] Fix returning partial results in JSON data source and JSON functions
  • [SPARK-40654] [Cherry-pick][SC-112783][SQL] Protobuf support for Spark - from…
  • [SPARK-40753] [SC-113539][SQL] Fix bug in test case for catalog directory operation
  • [SPARK-40765] [SC-113056][SQL] Optimize redundant fs operation in CommandUtils#calculateSingleLocationSize#getPathSize method
  • [SPARK-40114] [ES-479282][R][11.X] Arrow 9.0.0 support with SparkR
  • [SPARK-40479] [SC-110935][SQL] Migrate unexpected input type error to an error class
  • [SPARK-40473] [SC-113388][SC-111141][SQL] Migrate parsing errors onto error classes
  • [SPARK-39853] [SC-111867][CORE] Support stage level task resource profile for standalone cluster when dynamic allocation disabled(back port from PR-47157)
  • [SPARK-40407] [SC-111161][SQL] Fix the potential data skew caused by df.repartition
  • [SPARK-40425] [SC-110840][SQL] DROP TABLE does not need to do table lookup
  • [SPARK-40703] [SC-113242][SQL] Introduce shuffle on SinglePartition to improve parallelism
  • [SPARK-40640] [SC-113138][CORE] SparkHadoopUtil to set origin of hadoop/hive config options
  • [SPARK-39062] [11.x][CORE] Add stage level resource scheduling support for standalone cluster
  • [SPARK-33861] [SC-109877]Revert “[SQL] Simplify conditional in predicate”
  • [SPARK-40667] [SC-113136][SQL] Refactor File Data Source Options
  • [SPARK-40370] [SC-110677][SQL] Migrate type check fails to error classes in CAST
  • [SPARK-40611] [SC-113105][SQL] Improve the performance of setInterval & getInterval for UnsafeRow
  • [SPARK-40733] [SC-113126][SQL] Make the contents of SERDEPROPERTIES in the result of ShowCreateTableAsSerdeCommand have a fixed order
  • [SPARK-40585] [SC-112180][SQL] Support double quoted identifiers
  • [SPARK-40772] [SC-112992][SQL] Improve spark.sql.adaptive.skewJoin.skewedPartitionFactor to support Double values
  • [SPARK-40565] [SC-112417][SQL] Don’t push non-deterministic filters to V2 file sources
  • [SPARK-8731] [SC-112784] Beeline doesn’t work with -e option when started in background
  • [SPARK-35242] [SC-111398][SQL] Support changing session catalog’s default database
  • [SPARK-40426] [SC-110672][SQL] Return a map from SparkThrowable.getMessageParameters
  • [SPARK-40494] [SC-112655][SC-111025][CORE][SQL][ML][MLLIB] Optimize the performance of keys.zipWithIndex.toMap code pattern
  • [SPARK-40521] [SC-112430][SQL] Return only exists partitions in PartitionsAlreadyExistException from Hive’s create partition
  • [SPARK-40705] [SC-112567][SQL] Handle case of using mutable array when converting Row to JSON for Scala 2.13
  • [SPARK-39895] [SC-112590][SQL][PYTHON] Support multiple column drop
  • [SPARK-40607] [SC-112296][CORE][SQL][MLLIB][SS] Remove redundant string interpolator operations
  • [SPARK-40420] [SC-112604][SC-110569][SQL] Sort error message parameters by names in the JSON formats
  • [SPARK-40403] [SC-110564][SQL] Calculate unsafe array size using longs to avoid negative size in error message
  • [SPARK-40482] [SC-110831][SQL] Revert SPARK-24544 Print actual failure cause when look up function failed
  • [SPARK-40400] [SC-112555][SC-110397][SQL] Pass error message parameters to exceptions as maps
  • [SPARK-40628] [SC-112414][SQL] Do not push complex left semi/anti join condition through project
  • [SPARK-40562] [SC-111455][SQL] Add spark.sql.legacy.groupingIdWithAppendedUserGroupBy
  • [SPARK-40501] [SC-111333][SQL] Add PushProjectionThroughLimit for Optimizer
  • [SPARK-39200] [SC-111244][CORE] Make Fallback Storage readFully on content
  • [SPARK-38717] [SC-111241][SQL] Handle Hive’s bucket spec case preserving behavior
  • [SPARK-40385] [SC-111123][SQL] Fix interpreted path for companion object constructor
  • [SPARK-40216] [SC-112413][SQL] Extract common ParquetUtils.prepareWrite method to deduplicate code in ParquetFileFormat and ParquetWrite
  • [SPARK-40636] [SC-112160][CORE] Fix wrong remained shuffles log in BlockManagerDecommissioner
  • [SPARK-40617] [SC-112009] Fix race condition at the handling of ExecutorMetricsPoller’s stageTCMP entries
  • [SPARK-40618] [SC-112046][SQL] Fix bug in MergeScalarSubqueries rule with nested subqueries
  • [SPARK-40612] [SC-111933][CORE] Fixing the principal used for delegation token renewal on non-YARN resource managers
  • [SPARK-40595] [SC-111662][SQL] Improve error message for unused CTE relations
  • [SPARK-40314] [SC-111879][SQL][PYTHON] Add scala and python bindings for inline and inline_outer
  • [SPARK-40416] [SC-110945][SQL] Move subquery expression CheckAnalysis error messages to use the new error framework
  • [SPARK-40318] [SC-111865][SC-109986][SQL] try_avg() should throw the exceptions from its child
  • [SPARK-40509] [SC-111644][SS][PYTHON] Add example for applyInPandasWithState
  • [SPARK-40310] [SC-111329][SC-109842][SQL] try_sum() should throw the exceptions from its child
  • [SPARK-40016] [SQL] Remove unnecessary TryEval in the implementation of try_sum()
  • [SPARK-40527] [SC-111224][SQL] Keep struct field names or map keys in CreateStruct
  • [SPARK-38098] [SC-111178][PYTHON] Add support for ArrayType of nested StructType to arrow-based conversion
  • [SPARK-40324] [SC-111359][SC-110293][SQL] Provide query context in AnalysisException
  • [SPARK-40492] [SC-111324][SS] Do maintenance before streaming StateStore unload
  • [SPARK-40487] [SC-111124][SQL] Make defaultJoin in BroadcastNestedLoopJoinExec running in parallel
  • [SPARK-40474] [SC-111273][SQL] Correct CSV schema inference and data parsing behavior on columns with mixed dates and timestamps
  • [SPARK-40508] [SC-111066][SQL] Treat unknown partitioning as UnknownPartitioning
  • [SPARK-40496] [SC-111234][SC-111013][SQL] Fix configs to control “enableDateTimeParsingFallback”
  • [SPARK-40435] [SC-111214][SS][PYTHON] Add test suites for applyInPandasWithState in PySpark
  • [SPARK-40434] [SC-111125][SS][PYTHON] Implement applyInPandasWithState in PySpark

Maintenance updates

See Databricks Runtime 12.0 maintenance updates.

System environment

  • Operating System: Ubuntu 20.04.5 LTS
  • Java: Zulu 8.64.0.19-CA-linux64
  • Scala: 2.12.14
  • Python: 3.9.5
  • R: 4.2.2
  • Delta Lake: 2.2.0

Installed Python libraries

Library Version Library Version Library Version
argon2-cffi 21.3.0 argon2-cffi-bindings 21.2.0 asttokens 2.0.5
attrs 21.4.0 backcall 0.2.0 backports.entry-points-selectable 1.2.0
beautifulsoup4 4.11.1 black 22.3.0 bleach 4.1.0
boto3 1.21.32 botocore 1.24.32 certifi 2021.10.8
cffi 1.15.0 chardet 4.0.0 charset-normalizer 2.0.4
click 8.0.4 cryptography 3.4.8 cycler 0.11.0
Cython 0.29.28 dbus-python 1.2.16 debugpy 1.5.1
decorator 5.1.1 defusedxml 0.7.1 distlib 0.3.6
entrypoints 0.4 executing 0.8.3 facets-overview 1.0.0
fastjsonschema 2.16.2 filelock 3.8.0 fonttools 4.25.0
idna 3.3 ipykernel 6.15.3 ipython 8.5.0
ipython-genutils 0.2.0 ipywidgets 7.7.2 jedi 0.18.1
Jinja2 2.11.3 jmespath 0.10.0 joblib 1.1.0
jsonschema 4.4.0 jupyter-client 6.1.12 jupyter_core 4.11.2
jupyterlab-pygments 0.1.2 jupyterlab-widgets 1.0.0 kiwisolver 1.3.2
MarkupSafe 2.0.1 matplotlib 3.5.1 matplotlib-inline 0.1.2
mistune 0.8.4 mypy-extensions 0.4.3 nbclient 0.5.13
nbconvert 6.4.4 nbformat 5.3.0 nest-asyncio 1.5.5
notebook 6.4.8 numpy 1.21.5 packaging 21.3
pandas 1.4.2 pandocfilters 1.5.0 parso 0.8.3
pathspec 0.9.0 patsy 0.5.2 pexpect 4.8.0
pickleshare 0.7.5 Pillow 9.0.1 pip 21.2.4
platformdirs 2.5.4 plotly 5.6.0 prometheus-client 0.13.1
prompt-toolkit 3.0.20 protobuf 3.19.4 psutil 5.8.0
psycopg2 2.9.3 ptyprocess 0.7.0 pure-eval 0.2.2
pyarrow 7.0.0 pycparser 2.21 Pygments 2.11.2
PyGObject 3.36.0 pyodbc 4.0.32 pyparsing 3.0.4
pyrsistent 0.18.0 python-dateutil 2.8.2 pytz 2021.3
pyzmq 22.3.0 requests 2.27.1 requests-unixsocket 0.2.0
s3transfer 0.5.0 scikit-learn 1.0.2 scipy 1.7.3
seaborn 0.11.2 Send2Trash 1.8.0 setuptools 58.0.4
six 1.16.0 soupsieve 2.3.1 ssh-import-id 5.10
stack-data 0.2.0 statsmodels 0.13.2 tenacity 8.0.1
terminado 0.13.1 testpath 0.5.0 threadpoolctl 2.2.0
tokenize-rt 4.2.1 tomli 1.2.2 tornado 6.1
traitlets 5.1.1 typing_extensions 4.1.1 unattended-upgrades 0.1
urllib3 1.26.9 virtualenv 20.8.0 wcwidth 0.2.5
webencodings 0.5.1 wheel 0.37.0 widgetsnbextension 3.6.1

Installed R libraries

R libraries are installed from the Microsoft CRAN snapshot on 2022-11-11.

Library Version Library Version Library Version
arrow 10.0.0 askpass 1.1 assertthat 0.2.1
backports 1.4.1 base 4.2.2 base64enc 0.1-3
bit 4.0.4 bit64 4.0.5 blob 1.2.3
boot 1.3-28 brew 1.0-8 brio 1.1.3
broom 1.0.1 bslib 0.4.1 cachem 1.0.6
callr 3.7.3 caret 6.0-93 cellranger 1.1.0
chron 2.3-58 class 7.3-20 cli 3.4.1
clipr 0.8.0 clock 0.6.1 cluster 2.1.4
codetools 0.2-18 colorspace 2.0-3 commonmark 1.8.1
compiler 4.2.2 config 0.3.1 cpp11 0.4.3
crayon 1.5.2 credentials 1.3.2 curl 4.3.3
data.table 1.14.4 datasets 4.2.2 DBI 1.1.3
dbplyr 2.2.1 desc 1.4.2 devtools 2.4.5
diffobj 0.3.5 digest 0.6.30 downlit 0.4.2
dplyr 1.0.10 dtplyr 1.2.2 e1071 1.7-12
ellipsis 0.3.2 evaluate 0.18 fansi 1.0.3
farver 2.1.1 fastmap 1.1.0 fontawesome 0.4.0
forcats 0.5.2 foreach 1.5.2 foreign 0.8-82
forge 0.2.0 fs 1.5.2 future 1.29.0
future.apply 1.10.0 gargle 1.2.1 generics 0.1.3
gert 1.9.1 ggplot2 3.4.0 gh 1.3.1
gitcreds 0.1.2 glmnet 4.1-4 globals 0.16.1
glue 1.6.2 googledrive 2.0.0 googlesheets4 1.0.1
gower 1.0.0 graphics 4.2.2 grDevices 4.2.2
grid 4.2.2 gridExtra 2.3 gsubfn 0.7
gtable 0.3.1 hardhat 1.2.0 haven 2.5.1
highr 0.9 hms 1.1.2 htmltools 0.5.3
htmlwidgets 1.5.4 httpuv 1.6.6 httr 1.4.4
ids 1.0.1 ini 0.3.1 ipred 0.9-13
isoband 0.2.6 iterators 1.0.14 jquerylib 0.1.4
jsonlite 1.8.3 KernSmooth 2.23-20 knitr 1.40
labeling 0.4.2 later 1.3.0 lattice 0.20-45
lava 1.7.0 lifecycle 1.0.3 listenv 0.8.0
lubridate 1.9.0 magrittr 2.0.3 markdown 1.3
MASS 7.3-58 Matrix 1.5-1 memoise 2.0.1
methods 4.2.2 mgcv 1.8-41 mime 0.12
miniUI 0.1.1.1 ModelMetrics 1.2.2.2 modelr 0.1.9
munsell 0.5.0 nlme 3.1-160 nnet 7.3-18
numDeriv 2016.8-1.1 openssl 2.0.4 parallel 4.2.2
parallelly 1.32.1 pillar 1.8.1 pkgbuild 1.3.1
pkgconfig 2.0.3 pkgdown 2.0.6 pkgload 1.3.1
plogr 0.2.0 plyr 1.8.7 praise 1.0.0
prettyunits 1.1.1 pROC 1.18.0 processx 3.8.0
prodlim 2019.11.13 profvis 0.3.7 progress 1.2.2
progressr 0.11.0 promises 1.2.0.1 proto 1.0.0
proxy 0.4-27 ps 1.7.2 purrr 0.3.5
r2d3 0.2.6 R6 2.5.1 ragg 1.2.4
randomForest 4.7-1.1 rappdirs 0.3.3 rcmdcheck 1.4.0
RColorBrewer 1.1-3 Rcpp 1.0.9 RcppEigen 0.3.3.9.3
readr 2.1.3 readxl 1.4.1 recipes 1.0.3
rematch 1.0.1 rematch2 2.1.2 remotes 2.4.2
reprex 2.0.2 reshape2 1.4.4 rlang 1.0.6
rmarkdown 2.18 RODBC 1.3-19 roxygen2 7.2.1
rpart 4.1.19 rprojroot 2.0.3 Rserve 1.8-11
RSQLite 2.2.18 rstudioapi 0.14 rversions 2.1.2
rvest 1.0.3 sass 0.4.2 scales 1.2.1
selectr 0.4-2 sessioninfo 1.2.2 shape 1.4.6
shiny 1.7.3 sourcetools 0.1.7 sparklyr 1.7.8
SparkR 3.3.1 spatial 7.3-11 splines 4.2.2
sqldf 0.4-11 SQUAREM 2021.1 stats 4.2.2
stats4 4.2.2 stringi 1.7.8 stringr 1.4.1
survival 3.4-0 sys 3.4.1 systemfonts 1.0.4
tcltk 4.2.2 testthat 3.1.5 textshaping 0.3.6
tibble 3.1.8 tidyr 1.2.1 tidyselect 1.2.0
tidyverse 1.3.2 timechange 0.1.1 timeDate 4021.106
tinytex 0.42 tools 4.2.2 tzdb 0.3.0
urlchecker 1.0.1 usethis 2.1.6 utf8 1.2.2
utils 4.2.2 uuid 1.1-0 vctrs 0.5.0
viridisLite 0.4.1 vroom 1.6.0 waldo 0.4.0
whisker 0.4 withr 2.5.0 xfun 0.34
xml2 1.3.3 xopen 1.0.0 xtable 1.8-4
yaml 2.3.6 zip 2.2.2

Installed Java and Scala libraries (Scala 2.12 cluster version)

Group ID Artifact ID Version
antlr antlr 2.7.7
com.amazonaws amazon-kinesis-client 1.12.0
com.amazonaws aws-java-sdk-autoscaling 1.12.189
com.amazonaws aws-java-sdk-cloudformation 1.12.189
com.amazonaws aws-java-sdk-cloudfront 1.12.189
com.amazonaws aws-java-sdk-cloudhsm 1.12.189
com.amazonaws aws-java-sdk-cloudsearch 1.12.189
com.amazonaws aws-java-sdk-cloudtrail 1.12.189
com.amazonaws aws-java-sdk-cloudwatch 1.12.189
com.amazonaws aws-java-sdk-cloudwatchmetrics 1.12.189
com.amazonaws aws-java-sdk-codedeploy 1.12.189
com.amazonaws aws-java-sdk-cognitoidentity 1.12.189
com.amazonaws aws-java-sdk-cognitosync 1.12.189
com.amazonaws aws-java-sdk-config 1.12.189
com.amazonaws aws-java-sdk-core 1.12.189
com.amazonaws aws-java-sdk-datapipeline 1.12.189
com.amazonaws aws-java-sdk-directconnect 1.12.189
com.amazonaws aws-java-sdk-directory 1.12.189
com.amazonaws aws-java-sdk-dynamodb 1.12.189
com.amazonaws aws-java-sdk-ec2 1.12.189
com.amazonaws aws-java-sdk-ecs 1.12.189
com.amazonaws aws-java-sdk-efs 1.12.189
com.amazonaws aws-java-sdk-elasticache 1.12.189
com.amazonaws aws-java-sdk-elasticbeanstalk 1.12.189
com.amazonaws aws-java-sdk-elasticloadbalancing 1.12.189
com.amazonaws aws-java-sdk-elastictranscoder 1.12.189
com.amazonaws aws-java-sdk-emr 1.12.189
com.amazonaws aws-java-sdk-glacier 1.12.189
com.amazonaws aws-java-sdk-glue 1.12.189
com.amazonaws aws-java-sdk-iam 1.12.189
com.amazonaws aws-java-sdk-importexport 1.12.189
com.amazonaws aws-java-sdk-kinesis 1.12.189
com.amazonaws aws-java-sdk-kms 1.12.189
com.amazonaws aws-java-sdk-lambda 1.12.189
com.amazonaws aws-java-sdk-logs 1.12.189
com.amazonaws aws-java-sdk-machinelearning 1.12.189
com.amazonaws aws-java-sdk-opsworks 1.12.189
com.amazonaws aws-java-sdk-rds 1.12.189
com.amazonaws aws-java-sdk-redshift 1.12.189
com.amazonaws aws-java-sdk-route53 1.12.189
com.amazonaws aws-java-sdk-s3 1.12.189
com.amazonaws aws-java-sdk-ses 1.12.189
com.amazonaws aws-java-sdk-simpledb 1.12.189
com.amazonaws aws-java-sdk-simpleworkflow 1.12.189
com.amazonaws aws-java-sdk-sns 1.12.189
com.amazonaws aws-java-sdk-sqs 1.12.189
com.amazonaws aws-java-sdk-ssm 1.12.189
com.amazonaws aws-java-sdk-storagegateway 1.12.189
com.amazonaws aws-java-sdk-sts 1.12.189
com.amazonaws aws-java-sdk-support 1.12.189
com.amazonaws aws-java-sdk-swf-libraries 1.11.22
com.amazonaws aws-java-sdk-workspaces 1.12.189
com.amazonaws jmespath-java 1.12.189
com.chuusai shapeless_2.12 2.3.3
com.clearspring.analytics stream 2.9.6
com.databricks Rserve 1.8-3
com.databricks jets3t 0.7.1-0
com.databricks.scalapb compilerplugin_2.12 0.4.15-10
com.databricks.scalapb scalapb-runtime_2.12 0.4.15-10
com.esotericsoftware kryo-shaded 4.0.2
com.esotericsoftware minlog 1.3.0
com.fasterxml classmate 1.3.4
com.fasterxml.jackson.core jackson-annotations 2.13.4
com.fasterxml.jackson.core jackson-core 2.13.4
com.fasterxml.jackson.core jackson-databind 2.13.4.2
com.fasterxml.jackson.dataformat jackson-dataformat-cbor 2.13.4
com.fasterxml.jackson.datatype jackson-datatype-joda 2.13.4
com.fasterxml.jackson.datatype jackson-datatype-jsr310 2.13.4
com.fasterxml.jackson.module jackson-module-paranamer 2.13.4
com.fasterxml.jackson.module jackson-module-scala_2.12 2.13.4
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 1.5.2-1
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 1.6.1
com.google.flatbuffers flatbuffers-java 1.12.0
com.google.guava guava 15.0
com.google.protobuf protobuf-java 2.6.1
com.h2database h2 2.0.204
com.helger profiler 1.1.1
com.jcraft jsch 0.1.50
com.jolbox bonecp 0.8.0.RELEASE
com.lihaoyi sourcecode_2.12 0.1.9
com.microsoft.azure azure-data-lake-store-sdk 2.3.9
com.ning compress-lzf 1.1
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.uber h3 3.7.0
com.univocity univocity-parsers 2.9.1
com.zaxxer HikariCP 4.0.3
commons-cli commons-cli 1.5.0
commons-codec commons-codec 1.15
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 2.11.0
commons-lang commons-lang 2.6
commons-logging commons-logging 1.1.3
commons-pool commons-pool 1.5.4
dev.ludovic.netlib arpack 2.2.1
dev.ludovic.netlib blas 2.2.1
dev.ludovic.netlib lapack 2.2.1
info.ganglia.gmetric4j gmetric4j 1.0.10
io.airlift aircompressor 0.21
io.delta delta-sharing-spark_2.12 0.5.2
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 4.1.74.Final
io.netty netty-buffer 4.1.74.Final
io.netty netty-codec 4.1.74.Final
io.netty netty-common 4.1.74.Final
io.netty netty-handler 4.1.74.Final
io.netty netty-resolver 4.1.74.Final
io.netty netty-tcnative-classes 2.0.48.Final
io.netty netty-transport 4.1.74.Final
io.netty netty-transport-classes-epoll 4.1.74.Final
io.netty netty-transport-classes-kqueue 4.1.74.Final
io.netty netty-transport-native-epoll-linux-aarch_64 4.1.74.Final
io.netty netty-transport-native-epoll-linux-x86_64 4.1.74.Final
io.netty netty-transport-native-kqueue-osx-aarch_64 4.1.74.Final
io.netty netty-transport-native-kqueue-osx-x86_64 4.1.74.Final
io.netty netty-transport-native-unix-common 4.1.74.Final
io.prometheus simpleclient 0.7.0
io.prometheus simpleclient_common 0.7.0
io.prometheus simpleclient_dropwizard 0.7.0
io.prometheus simpleclient_pushgateway 0.7.0
io.prometheus simpleclient_servlet 0.7.0
io.prometheus.jmx collector 0.12.0
jakarta.annotation jakarta.annotation-api 1.3.5
jakarta.servlet jakarta.servlet-api 4.0.3
jakarta.validation jakarta.validation-api 2.0.2
jakarta.ws.rs jakarta.ws.rs-api 2.1.6
javax.activation activation 1.1.1
javax.el javax.el-api 2.2.4
javax.jdo jdo-api 3.0.1
javax.transaction jta 1.1
javax.transaction transaction-api 1.1
javax.xml.bind jaxb-api 2.2.11
javolution javolution 5.5.1
jline jline 2.14.6
joda-time joda-time 2.10.13
net.java.dev.jna jna 5.8.0
net.razorvine pickle 1.2
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 3.13.22
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 7.0.0
org.apache.arrow arrow-memory-core 7.0.0
org.apache.arrow arrow-memory-netty 7.0.0
org.apache.arrow arrow-vector 7.0.0
org.apache.avro avro 1.11.0
org.apache.avro avro-ipc 1.11.0
org.apache.avro avro-mapred 1.11.0
org.apache.commons commons-collections4 4.4
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 3.6.1
org.apache.commons commons-text 1.10.0
org.apache.curator curator-client 2.13.0
org.apache.curator curator-framework 2.13.0
org.apache.curator curator-recipes 2.13.0
org.apache.derby derby 10.14.2.0
org.apache.hadoop hadoop-client-api 3.3.4-databricks
org.apache.hadoop hadoop-client-runtime 3.3.4
org.apache.hive hive-beeline 2.3.9
org.apache.hive hive-cli 2.3.9
org.apache.hive hive-jdbc 2.3.9
org.apache.hive hive-llap-client 2.3.9
org.apache.hive hive-llap-common 2.3.9
org.apache.hive hive-serde 2.3.9
org.apache.hive hive-shims 2.3.9
org.apache.hive hive-storage-api 2.7.2
org.apache.hive.shims hive-shims-0.23 2.3.9
org.apache.hive.shims hive-shims-common 2.3.9
org.apache.hive.shims hive-shims-scheduler 2.3.9
org.apache.httpcomponents httpclient 4.5.13
org.apache.httpcomponents httpcore 4.4.14
org.apache.ivy ivy 2.5.0
org.apache.logging.log4j log4j-1.2-api 2.18.0
org.apache.logging.log4j log4j-api 2.18.0
org.apache.logging.log4j log4j-core 2.18.0
org.apache.logging.log4j log4j-slf4j-impl 2.18.0
org.apache.mesos mesos-shaded-protobuf 1.4.0
org.apache.orc orc-core 1.7.6
org.apache.orc orc-mapreduce 1.7.6
org.apache.orc orc-shims 1.7.6
org.apache.parquet parquet-column 1.12.3-databricks-0001
org.apache.parquet parquet-common 1.12.3-databricks-0001
org.apache.parquet parquet-encoding 1.12.3-databricks-0001
org.apache.parquet parquet-format-structures 1.12.3-databricks-0001
org.apache.parquet parquet-hadoop 1.12.3-databricks-0001
org.apache.parquet parquet-jackson 1.12.3-databricks-0001
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 0.13.0
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 9.4.46.v20220331
org.eclipse.jetty jetty-continuation 9.4.46.v20220331
org.eclipse.jetty jetty-http 9.4.46.v20220331
org.eclipse.jetty jetty-io 9.4.46.v20220331
org.eclipse.jetty jetty-jndi 9.4.46.v20220331
org.eclipse.jetty jetty-plus 9.4.46.v20220331
org.eclipse.jetty jetty-proxy 9.4.46.v20220331
org.eclipse.jetty jetty-security 9.4.46.v20220331
org.eclipse.jetty jetty-server 9.4.46.v20220331
org.eclipse.jetty jetty-servlet 9.4.46.v20220331
org.eclipse.jetty jetty-servlets 9.4.46.v20220331
org.eclipse.jetty jetty-util 9.4.46.v20220331
org.eclipse.jetty jetty-util-ajax 9.4.46.v20220331
org.eclipse.jetty jetty-webapp 9.4.46.v20220331
org.eclipse.jetty jetty-xml 9.4.46.v20220331
org.eclipse.jetty.websocket websocket-api 9.4.46.v20220331
org.eclipse.jetty.websocket websocket-client 9.4.46.v20220331
org.eclipse.jetty.websocket websocket-common 9.4.46.v20220331
org.eclipse.jetty.websocket websocket-server 9.4.46.v20220331
org.eclipse.jetty.websocket websocket-servlet 9.4.46.v20220331
org.fusesource.leveldbjni leveldbjni-all 1.8
org.glassfish.hk2 hk2-api 2.6.1
org.glassfish.hk2 hk2-locator 2.6.1
org.glassfish.hk2 hk2-utils 2.6.1
org.glassfish.hk2 osgi-resource-locator 1.0.3
org.glassfish.hk2.external aopalliance-repackaged 2.6.1
org.glassfish.hk2.external jakarta.inject 2.6.1
org.glassfish.jersey.containers jersey-container-servlet 2.36
org.glassfish.jersey.containers jersey-container-servlet-core 2.36
org.glassfish.jersey.core jersey-client 2.36
org.glassfish.jersey.core jersey-common 2.36
org.glassfish.jersey.core jersey-server 2.36
org.glassfish.jersey.inject jersey-hk2 2.36
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 1.8.0
org.mariadb.jdbc mariadb-java-client 2.7.4
org.mlflow mlflow-spark 1.27.0
org.objenesis objenesis 2.5.1
org.postgresql postgresql 42.3.3
org.roaringbitmap RoaringBitmap 0.9.25
org.roaringbitmap shims 0.9.25
org.rocksdb rocksdbjni 6.24.2
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 1.7.36
org.slf4j jul-to-slf4j 1.7.36
org.slf4j slf4j-api 1.7.36
org.spark-project.spark unused 1.0.0
org.threeten threeten-extra 1.5.0
org.tukaani xz 1.8
org.typelevel algebra_2.12 2.0.1
org.typelevel cats-kernel_2.12 2.1.1
org.typelevel macro-compat_2.12 1.1.1
org.typelevel spire-macros_2.12 0.17.0
org.typelevel spire-platform_2.12 0.17.0
org.typelevel spire-util_2.12 0.17.0
org.typelevel spire_2.12 0.17.0
org.wildfly.openssl wildfly-openssl 1.0.7.Final
org.xerial sqlite-jdbc 3.8.11.2
org.xerial.snappy snappy-java 1.1.8.4
org.yaml snakeyaml 1.24
oro oro 2.0.8
pl.edu.icm JLargeArrays 1.5
software.amazon.ion ion-java 1.0.2
stax stax-api 1.0.1