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Databricks Runtime 13.0 (EoS)

  • Άρθρο

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 13.0, powered by Apache Spark 3.4.0.

Databricks released this version in April 2023.

New features and improvements

H3 expressions now support linear geographies

The h3_coverash3 and h3_coverash3string functions now support linear (linestring and multilinestring) geographies. The functions produce a minimal covering set of H3 cells at the specified resolution. See h3_coverash3 and h3_coverash3string.

Ganglia replaced with cluster metrics

For Databricks Runtime versions 13 and above, Ganglia metrics are replaced with Azure Databricks cluster metrics. For Databricks Runtime versions 12 and below, you can continue to use Ganglia metrics. If you have a workflow that depends on Ganglia metrics that cannot be satisfied with cluster metrics, contact your Azure Databricks account team. See View compute metrics.

Spark 3.4.0 released

Apache Spark 3.4.0 is now generally available. See Spark Release 3.4.0.

Photon returns an error if a file is modified between query planning and execution

Photon queries now return an error if a file is updated between query planning and execution. Before this change, Photon would read a file even if its modification time changes between query planning and execution, which could lead to unpredictable results.

New features for Predictive I/O

Photon now supports sliding frames, for both the ROWS and RANGE modes, using {ROWS | RANGE} BETWEEN offset_start { PRECEDING | FOLLOWING } AND offset_stop { PRECEDING | FOLLOWING }.

Extended support for Predictive I/O features

Photon extended support for CSV, AVRO, DataFrame caching data sources when your schema exclusively contains scalar columns. Support is also extended for nested types, such as maps, structs, and arrays.

Use the Databricks connector to connect to another Databricks workspace

The Azure Databricks connector allows you to connect to compute resources configured in another workspace and return results to your current Azure Databricks workspace. The Azure Databricks JDBC driver is now included in Databricks Runtime. See Use the Databricks connector to connect to another Databricks workspace.

Additional Kafka options for Structured Streaming with shared cluster on Unity Catalog

You can now use the settings kakfa.ssl.truststore.location and kafak.ssl.keystore.location to store Kafka certificates on external locations managed by Unity Catalog when you use Structured Streaming on shared access clusters. You cannot use locations in the DBFS root.

Skip Delta table modifications with Structured Streaming

You can now use skipChangeCommits to ignore data changing commits to Delta table for UPDATE, MERGE, and DELETE operations. This replaces ignoreChanges, which is now deprecated. See Ignore updates and deletes.

CREATE TABLE LIKE feature for Delta tables

CREATE TABLE LIKE is now supported when using Delta tables.

New metadata column fields denoting file block start and length

You can now get the following metadata information for input files with the _metadata column: file_block_start and file_block_length. For more information, see File metadata column.

New H3 geospatial functions

The new h3_coverash3 and h3_coverash3string expressions are available for geospatial processing when Photon is enabled. See H3 geospatial functions.

New SQL built-in functions

The following functions have been added:

%sql in Python notebooks

All non-empty %sql results in Python notebooks are now accessible using _sqldf or IPython’s output caching system. This simplifies usage of the DataFrame result in Python. This is a behavior change from earlier DBR versions, as previously, _sqldf was not always reassigned.

_sqldf is not reassigned on a %sql cell result if the cell was executed using parallel SQL cell execution.

%pip does not automatically restart Python

After running %pip commands inside Python notebooks that modify the virtualEnv, Databricks no longer automatically restarts the Python process. To restart the Python process, call dbutils.library.restartPython(). With this change, %pip commands on Databricks behave similarly to Jupyter Notebooks and are consistent with !pip and %sh pip commands. Databricks recommends %pip instead of !pip or %sh pip.

Cluster-scoped Python libraries are installed using a non-root user

Libraries are now installed using a non-root user who is responsible for library installations. If you want to configure pip installation behavior in init scripts, use the [global level file https://pip.pypa.io/en/stable/topics/configuration/#configuration-files).

Bug fixes

  • In %sh commands, the following fixes were made:
    • Output containing non UTF-8 characters is now supported.
    • Subprocesses are now interrupted when the command is cancelled.

Library upgrades

  • Upgraded Python libraries:
    • asttokens from 2.0.5 to 2.2.1
    • black from 22.3.0 to 22.6.0
    • boto3 from 1.21.32 to 1.24.28
    • botocore from 1.24.32 to 1.27.28
    • certifi from 2021.10.8 to 2022.9.14
    • cffi from 1.15.0 to 1.15.1
    • cryptography from 3.4.8 to 37.0.1
    • Cython from 0.29.28 to 0.29.32
    • dbus-python from 1.2.16 to 1.2.18
    • docstring-to-markdown from 0.11 to 0.12
    • executing from 0.8.3 to 1.2.0
    • facets-overview from 1.0.0 to 1.0.2
    • fastjsonschema from 2.16.2 to 2.16.3
    • filelock from 3.9.0 to 3.10.7
    • ipykernel from 6.15.3 to 6.17.1
    • ipython from 8.5.0 to 8.10.0
    • joblib from 1.1.1 to 1.2.0
    • jsonschema from 4.4.0 to 4.16.0
    • jupyter-client from 6.1.12 to 7.3.4
    • kiwisolver from 1.3.2 to 1.4.2
    • matplotlib from 3.5.1 to 3.5.2
    • matplotlib-inline from 0.1.2 to 0.1.6
    • nbformat from 5.3.0 to 5.5.0
    • notebook from 6.4.8 to 6.4.12
    • pandas from 1.4.2 to 1.4.4
    • Pillow from 9.0.1 to 9.2.0
    • pip from 21.2.4 to 22.2.2
    • platformdirs from 2.6.2 to 2.5.2
    • plotly from 5.6.0 to 5.9.0
    • prometheus-client from 0.13.1 to 0.14.1
    • prompt-toolkit from 3.0.20 to 3.0.36
    • psutil from 5.8.0 to 5.9.0
    • pyflakes from 2.5.0 to 3.0.1
    • PyGObject from 3.36.0 to 3.42.1
    • pyparsing from 3.0.4 to 3.0.9
    • pyright from 1.1.283 to 1.1.294
    • python-lsp-server from 1.6.0 to 1.7.1
    • pytz from 2021.3 to 2022.1
    • pyzmq from 22.3.0 to 23.2.0
    • requests from 2.27.1 to 2.28.1
    • rope from 0.22.0 to 1.7.0
    • s3transfer from 0.5.0 to 0.6.0
    • scikit-learn from 1.0.2 to 1.1.1
    • scipy from 1.7.3 to 1.9.1
    • setuptools from 61.2.0 to 63.4.1
    • ssh-import-id from 5.10 to 5.11
    • stack-data from 0.2.0 to 0.6.2
    • testpath from 0.5.0 to 0.6.0
    • tomli from 1.2.2 to 2.0.1
    • ujson from 5.1.0 to 5.4.0
    • urllib3 from 1.26.9 to 1.26.11
    • virtualenv from 20.8.0 to 20.16.3
    • whatthepatch from 1.0.4 to 1.0.2
    • wheel from 0.37.0 to 0.37.1
  • Upgraded R libraries:
    • arrow from 10.0.0 to 10.0.1
    • bit from 4.0.4 to 4.0.5
    • broom from 1.0.1 to 1.0.3
    • bslib from 0.4.1 to 0.4.2
    • chron from 2.3-58 to 2.3-59
    • cli from 3.4.1 to 3.6.0
    • colorspace from 2.0-3 to 2.1-0
    • curl from 4.3.3 to 5.0.0
    • data.table from 1.14.4 to 1.14.6
    • dbplyr from 2.2.1 to 2.3.0
    • digest from 0.6.30 to 0.6.31
    • dplyr from 1.0.10 to 1.1.0
    • e1071 from 1.7-12 to 1.7-13
    • evaluate from 0.18 to 0.20
    • fansi from 1.0.3 to 1.0.4
    • fontawesome from 0.4.0 to 0.5.0
    • forcats from 0.5.2 to 1.0.0
    • fs from 1.5.2 to 1.6.1
    • future from 1.29.0 to 1.31.0
    • gargle from 1.2.1 to 1.3.0
    • gert from 1.9.1 to 1.9.2
    • glmnet from 4.1-4 to 4.1-6
    • globals from 0.16.1 to 0.16.2
    • gower from 1.0.0 to 1.0.1
    • highr from 0.9 to 0.10
    • htmltools from 0.5.3 to 0.5.4
    • htmlwidgets from 1.5.4 to 1.6.1
    • httpuv from 1.6.6 to 1.6.8
    • isoband from 0.2.6 to 0.2.7
    • jsonlite from 1.8.3 to 1.8.4
    • knitr from 1.40 to 1.42
    • lava from 1.7.0 to 1.7.1
    • listenv from 0.8.0 to 0.9.0
    • lubridate from 1.9.0 to 1.9.1
    • markdown from 1.3 to 1.5
    • modelr from 0.1.9 to 0.1.10
    • openssl from 2.0.4 to 2.0.5
    • parallelly from 1.32.1 to 1.34.0
    • pkgbuild from 1.3.1 to 1.4.0
    • pkgdown from 2.0.6 to 2.0.7
    • pkgload from 1.3.1 to 1.3.2
    • plyr from 1.8.7 to 1.8.8
    • progressr from 0.11.0 to 0.13.0
    • purrr from 0.3.5 to 1.0.1
    • ragg from 1.2.4 to 1.2.5
    • Rcpp from 1.0.9 to 1.0.10
    • readxl from 1.4.1 to 1.4.2
    • recipes from 1.0.3 to 1.0.4
    • rmarkdown from 2.18 to 2.20
    • RODBC from 1.3-19 to 1.3-20
    • roxygen2 from 7.2.1 to 7.2.3
    • RSQLite from 2.2.18 to 2.2.20
    • sass from 0.4.2 to 0.4.5
    • shiny from 1.7.3 to 1.7.4
    • sourcetools from 0.1.7 to 0.1.7-1
    • sparklyr from 1.7.8 to 1.7.9
    • SparkR from 3.3.2 to 3.4.0
    • spatial from 7.3-11 to 7.3-15
    • stringi from 1.7.8 to 1.7.12
    • stringr from 1.4.1 to 1.5.0
    • survival from 3.4-0 to 3.5-3
    • testthat from 3.1.5 to 3.1.6
    • tidyr from 1.2.1 to 1.3.0
    • timechange from 0.1.1 to 0.2.0
    • timeDate from 4021.106 to 4022.108
    • tinytex from 0.42 to 0.44
    • utf8 from 1.2.2 to 1.2.3
    • vctrs from 0.5.0 to 0.5.2
    • vroom from 1.6.0 to 1.6.1
    • whisker from 0.4 to 0.4.1
    • xfun from 0.34 to 0.37
    • yaml from 2.3.6 to 2.3.7
  • Upgraded Java libraries:
    • com.amazonaws.aws-java-sdk-autoscaling from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-cloudformation from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-cloudfront from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-cloudhsm from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-cloudsearch from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-cloudtrail from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-cloudwatch from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-cloudwatchmetrics from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-codedeploy from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-cognitoidentity from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-cognitosync from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-config from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-core from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-datapipeline from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-directconnect from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-directory from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-dynamodb from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-ec2 from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-ecs from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-efs from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-elasticache from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-elasticbeanstalk from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-elasticloadbalancing from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-elastictranscoder from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-emr from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-glacier from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-glue from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-iam from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-importexport from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-kinesis from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-kms from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-lambda from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-logs from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-machinelearning from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-opsworks from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-rds from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-redshift from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-route53 from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-s3 from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-ses from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-simpledb from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-simpleworkflow from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-sns from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-sqs from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-ssm from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-storagegateway from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-sts from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-support from 1.12.189 to 1.12.390
    • com.amazonaws.aws-java-sdk-workspaces from 1.12.189 to 1.12.390
    • com.amazonaws.jmespath-java from 1.12.189 to 1.12.390
    • com.fasterxml.jackson.core.jackson-annotations from 2.13.4 to 2.14.2
    • com.fasterxml.jackson.core.jackson-core from 2.13.4 to 2.14.2
    • com.fasterxml.jackson.core.jackson-databind from 2.13.4.2 to 2.14.2
    • com.fasterxml.jackson.dataformat.jackson-dataformat-cbor from 2.13.4 to 2.14.2
    • com.fasterxml.jackson.datatype.jackson-datatype-joda from 2.13.4 to 2.14.2
    • com.fasterxml.jackson.module.jackson-module-paranamer from 2.13.4 to 2.14.2
    • com.fasterxml.jackson.module.jackson-module-scala_2.12 from 2.13.4 to 2.14.2
    • com.github.luben.zstd-jni from 1.5.2-1 to 1.5.2-5
    • com.google.code.gson.gson from 2.8.6 to 2.8.9
    • com.google.crypto.tink.tink from 1.6.1 to 1.7.0
    • com.h2database.h2 from 2.0.204 to 2.1.214
    • com.jcraft.jsch from 0.1.50 to 0.1.55
    • com.ning.compress-lzf from 1.1 to 1.1.2
    • commons-fileupload.commons-fileupload from 1.3.3 to 1.5
    • dev.ludovic.netlib.arpack from 2.2.1 to 3.0.3
    • dev.ludovic.netlib.blas from 2.2.1 to 3.0.3
    • dev.ludovic.netlib.lapack from 2.2.1 to 3.0.3
    • io.delta.delta-sharing-spark_2.12 from 0.6.9 to 0.6.3
    • io.dropwizard.metrics.metrics-core from 4.1.1 to 4.2.10
    • io.dropwizard.metrics.metrics-graphite from 4.1.1 to 4.2.10
    • io.dropwizard.metrics.metrics-healthchecks from 4.1.1 to 4.2.10
    • io.dropwizard.metrics.metrics-jetty9 from 4.1.1 to 4.2.10
    • io.dropwizard.metrics.metrics-jmx from 4.1.1 to 4.2.10
    • io.dropwizard.metrics.metrics-json from 4.1.1 to 4.2.10
    • io.dropwizard.metrics.metrics-jvm from 4.1.1 to 4.2.10
    • io.dropwizard.metrics.metrics-servlets from 4.1.1 to 4.2.10
    • io.netty.netty-all from 4.1.74.Final to 4.1.87.Final
    • io.netty.netty-buffer from 4.1.74.Final to 4.1.87.Final
    • io.netty.netty-codec from 4.1.74.Final to 4.1.87.Final
    • io.netty.netty-common from 4.1.74.Final to 4.1.87.Final
    • io.netty.netty-handler from 4.1.74.Final to 4.1.87.Final
    • io.netty.netty-resolver from 4.1.74.Final to 4.1.87.Final
    • io.netty.netty-transport from 4.1.74.Final to 4.1.87.Final
    • io.netty.netty-transport-classes-epoll from 4.1.74.Final to 4.1.87.Final
    • io.netty.netty-transport-classes-kqueue from 4.1.74.Final to 4.1.87.Final
    • io.netty.netty-transport-native-unix-common from 4.1.74.Final to 4.1.87.Final
    • joda-time.joda-time from 2.10.13 to 2.12.1
    • net.razorvine.pickle from 1.2 to 1.3
    • net.snowflake.snowflake-jdbc from 3.13.29 to 3.13.22
    • org.antlr.antlr4-runtime from 4.8 to 4.9.3
    • org.apache.ant.ant from 1.9.2 to 1.9.16
    • org.apache.ant.ant-jsch from 1.9.2 to 1.9.16
    • org.apache.ant.ant-launcher from 1.9.2 to 1.9.16
    • org.apache.arrow.arrow-format from 7.0.0 to 11.0.0
    • org.apache.arrow.arrow-memory-core from 7.0.0 to 11.0.0
    • org.apache.arrow.arrow-memory-netty from 7.0.0 to 11.0.0
    • org.apache.arrow.arrow-vector from 7.0.0 to 11.0.0
    • org.apache.avro.avro from 1.11.0 to 1.11.1
    • org.apache.avro.avro-ipc from 1.11.0 to 1.11.1
    • org.apache.avro.avro-mapred from 1.11.0 to 1.11.1
    • org.apache.httpcomponents.httpclient from 4.5.13 to 4.5.14
    • org.apache.httpcomponents.httpcore from 4.4.14 to 4.4.16
    • org.apache.logging.log4j.log4j-1.2-api from 2.18.0 to 2.19.0
    • org.apache.logging.log4j.log4j-api from 2.18.0 to 2.19.0
    • org.apache.logging.log4j.log4j-core from 2.18.0 to 2.19.0
    • org.apache.orc.orc-core from 1.7.8 to 1.8.2-shaded-protobuf
    • org.apache.orc.orc-mapreduce from 1.7.8 to 1.8.2-shaded-protobuf
    • org.apache.orc.orc-shims from 1.7.8 to 1.8.2
    • org.apache.xbean.xbean-asm9-shaded from 4.20 to 4.22
    • org.apache.zookeeper.zookeeper from 3.6.2 to 3.6.3
    • org.apache.zookeeper.zookeeper-jute from 3.6.2 to 3.6.3
    • org.eclipse.jetty.jetty-client from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-continuation from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-http from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-io from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-jndi from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-plus from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-proxy from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-security from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-server from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-servlet from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-servlets from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-util from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-util-ajax from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-webapp from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.jetty-xml from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.websocket.websocket-api from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.websocket.websocket-client from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.websocket.websocket-common from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.websocket.websocket-server from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.eclipse.jetty.websocket.websocket-servlet from 9.4.46.v20220331 to 9.4.50.v20221201
    • org.hibernate.validator.hibernate-validator from 6.1.0.Final to 6.1.7.Final
    • org.mlflow.mlflow-spark from 2.1.1 to 2.2.0
    • org.postgresql.postgresql from 42.3.3 to 42.3.8
    • org.roaringbitmap.RoaringBitmap from 0.9.25 to 0.9.39
    • org.roaringbitmap.shims from 0.9.25 to 0.9.39
    • org.rocksdb.rocksdbjni from 6.28.2 to 7.8.3
    • org.scala-lang.scala-compiler_2.12 from 2.12.14 to 2.12.15
    • org.scala-lang.scala-library_2.12 from 2.12.14 to 2.12.15
    • org.scala-lang.scala-reflect_2.12 from 2.12.14 to 2.12.15
    • org.scalanlp.breeze-macros_2.12 from 1.2 to 2.1.0
    • org.scalanlp.breeze_2.12 from 1.2 to 2.1.0
    • org.slf4j.jcl-over-slf4j from 1.7.36 to 2.0.6
    • org.slf4j.jul-to-slf4j from 1.7.36 to 2.0.6
    • org.slf4j.slf4j-api from 1.7.36 to 2.0.6
    • org.threeten.threeten-extra from 1.5.0 to 1.7.1
    • org.wildfly.openssl.wildfly-openssl from 1.0.7.Final to 1.1.3.Final
    • org.yaml.snakeyaml from 1.24 to 1.33

Apache Spark

Databricks Runtime 13.0 includes Apache Spark 3.4.0.

Spark SQL

Features

ANSI Compliance

  • ANSI SQL mode: always return null on invalid access to map column (SPARK-40066)
  • Support double quoted identifiers (SPARK-40585)
  • ANSI SQL mode: Round/Bround should return an error on integer overflow (SPARK-42045)
  • Support casting of integrals to ANSI intervals (SPARK-40008)
  • Support cast of decimals to ANSI intervals (SPARK-40014)
  • Return wider ANSI interval types from the percentile functions (SPARK-40151)
  • Support cast of ANSI intervals to decimals (SPARK-39470)
  • Support casting intervals to integrals in ANSI mode (SPARK-39451)
  • Harden SQLSTATE usage for error classes (SPARK-41994)

Functions

  • Support table-valued generator functions in the FROM clause (SPARK-41594)
  • Support ANSI Aggregate Function: REGR_SXY (SPARK-37681)
  • Support ANSI Aggregate Function: REGR_R2 (SPARK-37641)
  • Support ANSI Aggregate Function: REGR_SXX (SPARK-37672)
  • Support ANSI Aggregate Function: REGR_SYY (SPARK-37702)
  • Support ANSI Aggregate Function: REGR_SLOPE (SPARK-39230)
  • Support ANSI Aggregate Function: REGR_INTERCEPT (SPARK-37623)
  • Support ANSI aggregation function PERCENTILE_CONT as window function (SPARK-38219)
  • Support ANSI Aggregation Function: PERCENTILE_DISC (SPARK-37691)
  • Support SPLIT_PART function (SPARK-38063)
  • Support TRY_AVG function (SPARK-38589)
  • Support TRY_TO_BINARY function (SPARK-38590)
  • Support the TO_NUMBER and TRY_TO_NUMBER SQL functions according to a new specification (SPARK-38796)
  • Support ANSI general value specification and function - USER (SPARK-39138)
  • Support TO_CHAR and TRY_TO_CHAR functions to format Decimal values as strings (SPARK-28516)
  • Support ANY_VALUE aggregate function (SPARK-39213)
  • Support EQUAL_NUL function (SPARK-39305)
  • Support aggregate function MEDIAN (SPARK-39320)
  • Support REGEXP_COUNT function (SPARK-39618)
  • Support REGEXP_INSTR function (SPARK-39744)
  • Support REGEXP_SUBSTR function (SPARK-39695)
  • Support UNPIVOT function (SPARK-39876)
  • Support TRY_TO_TIMESTAMP function (SPARK-39795)
  • Support url encode/decode as built-in function and tidy up url-related functions (SPARK-39741)
  • Support aggregate function MODE (SPARK-39808)
  • Support GET function (SPARK-40109)
  • Add function aliases: LEN, DATEPART, DATEADD, DATE_DIFF, CURDATE (SPARK-40352)
  • Improve the TO_BINARY function (SPARK-40112)
  • Support CURRENT_SCHEMA (SPARK-41323)
  • Support data masking built-in function MASK (SPARK-40687)
  • Support high-order function: ARRAY_COMPACT (SPARK-41235)
  • Support ARRAY_APPEND function (SPARK-41232)
  • Support ARRAY_INSERT function (SPARK-41234)
  • Support LUHN_CHECK function (SPARK-42191)
  • Support ARRAY_SORT(column, comparator) (SPARK-39925)

Data Sources

  • Support Column Stats in DS v2 (SPARK-41378)
  • Storage Partitioned Join (SPJ) in DS v2 (SPARK-37375)
  • Row-level operations in DS v2 (SPARK-35801)
  • Add SupportsReportOrdering mix in interface for DS v2 Scan (SPARK-38647)
  • Infer DATE type for CSV schema inference (SPARK-39469)
  • Support driver metrics in DS v2 custom metric API (SPARK-39635)
  • Distribution and ordering support DS v2 function in writing (SPARK-39607)
  • StringEndsWith/Contains support push down to Parquet so that we can leverage dictionary filter (SPARK-39002)
  • Support UDT in Spark Parquet vectorized reader (SPARK-39086)
  • Extend METADATA column to support row indexes for Parquet files (SPARK-37980)
  • Support reading parquet FIXED_LEN_BYTE_ARRAY type (SPARK-41096)
  • Optimize the order of filtering predicates (SPARK-40045)
  • Support CTE and temp table queries with MSSQL JDBC (SPARK-37259)
  • Support ignoreCorruptFiles and ignoreMissingFiles in Data Source options (SPARK-38767)
  • Pull out v1 write to WriteFiles (SPARK-41407)
  • Add read-side char padding to cover external data files (SPARK-40697)

Query Optimization

  • Merge non-correlated scalar subqueries (SPARK-34079)
  • Enable Bloom filter Joins by default (SPARK-38841)
  • Remove unnecessary distinct in aggregate expression by distinctKeys (SPARK-38832)
  • Support predicate pushdown and column pruning for de-duped CTEs (SPARK-37670)
  • Remove outer join if aggregate functions are duplicate agnostic on streamed side (SPARK-38886)
  • Remove left/right outer join if only left/right side columns are selected and the join keys on the other side are unique (SPARK-39172)
  • Optimize global Sort to RepartitionByExpression (SPARK-39911)
  • Optimize TransposeWindow rule (SPARK-38034)
  • Enhance EliminateSorts to support removing sorts via LocalLimit (SPARK-40050)
  • Push local limit to both sides if join condition is empty (SPARK-40040)
  • Add PushProjectionThroughLimit for Optimizer (SPARK-40501)
  • Support PIVOT/UNPIVOT with join children (SPARK-41195)
  • Support column pruning with multiple nondeterministic Filters (SPARK-41017)
  • Improve output partitioning and ordering with AQE cache (SPARK-41048)
  • Improve multi like performance by creating a balanced expression tree predicate (SPARK-41167)
  • Remove the Sort if it is the child of RepartitionByExpression (SPARK-36703)
  • Use available column statistics from completed query stages (SPARK-39991)
  • Reuse expressions in WindowSpecDefinition (SPARK-41805)
  • Improve AliasAwareOutputPartitioning and AliasAwareQueryOutputOrdering to take all aliases into account (SPARK-40086, SPARK-42049)
  • Push down limit through Python UDFs (SPARK-42115)

Code Generation and Query Execution

  • Make defaultJoin in BroadcastNestedLoopJoinExec running in parallel (SPARK-40487)
  • Codegen Support for HiveGenericUDF (SPARK-42051)
  • Introduce shuffle on SinglePartition (SPARK-41986)
  • Makes DPP support the pruning side has Union (SPARK-39217)

Other Notable Changes

  • Support Auto Partition Statistics Collection (SPARK-38573)
  • Format error messages in the Thrift Server (SPARK-40098)
  • Add an extension API to do plan normalization for caching (SPARK-41183)
  • Refactor Spark types by introducing physical types (SPARK-41226)
  • OneOf field support and recursion checks (SPARK-41396)
  • Centralize the column resolution logic (SPARK-41405)
  • Improve the plan change validation (SPARK-42081)
  • Introduce SparkPath for typesafety (SPARK-41970)
  • Throw Exception for db_name.view_name when creating temp view by Dataset API (SPARK-41090)
  • Change the default value of argument of Mask function from -1 to NULL (SPARK-42070)

Spark Core

Decommission

  • Avoid unnecessary task rerun on decommissioned executor lost if shuffle data migrated (SPARK-41469)
  • Ignore stage fetch failure caused by decommissioned executor (SPARK-40481)
  • Enable spark.storage.decommission.(rdd|shuffle)Blocks.enabled by default (SPARK-40198)
  • Add support for YARN decommissioning when ESS is disabled (SPARK-30835)

Scheduler

  • Make stage scheduling support local-cluster mode (SPARK-41949)
  • Support stage level task resource profile for standalone cluster when dynamic allocation disabled (SPARK-39853)
  • Delay onDisconnected to enable Driver receives ExecutorExitCode (SPARK-39957)
  • Improve the speculation through the stage task metrics (SPARK-32170)
  • Add stage level resource scheduling support for standalone cluster (SPARK-39062)
  • Improve LaunchTask process to avoid Stage failures caused by fail-to-send LaunchTask messages (SPARK-39955)

Shuffle

  • Add Push Based Shuffle client side read metrics (SPARK-36620)
  • Shuffle server side metrics for Push-based shuffle (​​SPARK-33573)
  • Ensure mergedShuffleCleaner have been shutdown before db close (SPARK-40186)
  • Add RocksDB support for shuffle service state store (SPARK-38888)
  • Encapsulate LevelDB used to store remote/external shuffle state as DB (SPARK-38909)
  • Enable spark.dynamicAllocation.shuffleTracking.enabled by default (SPARK-3984)
  • Enable Push-based shuffle service to store state in NM level DB for work preserving restart (SPARK-33236)
  • Remove shuffle blocks using the shuffle service for released executors (SPARK-37618)

Other Notable Changes

  • Support IPv6-only environment (SPARK-39457)
  • Enable spark.kryo.unsafe by default (SPARK-42137)
  • Disallow arbitrary custom classpath with proxy user in cluster mode (SPARK-41958)
  • Avoid BlockManager re-registration if the executor has been lost (SPARK-41360)
  • Remove the limitation that single task result must fit in 2GB (SPARK-40622)
  • Remove the support of deprecated spark.akka.* configs (SPARK-40401)
  • Change default logging to stderr to consistent with the behavior of log4j (SPARK-40406)
  • Exclude DirectTaskResult metadata when calculating result size (SPARK-40261)
  • Allow customize initial partitions number in take() behavior (SPARK-40211)
  • Use interruptible lock instead of synchronized in Executor.updateDependencies() (SPARK-40235)
  • Task failure should always trigger task failure listeners (SPARK-40106)
  • Add the ability to selectively disable watching or polling (SPARK-36462)
  • Do not cache unserialized broadcast relations on the driver (SPARK-39983)
  • Fix deadlock between TaskMemoryManager and UnsafeExternalSorter.SpillableIterator (SPARK-39283)
  • Expose the number partitions in a stage to TaskContext (SPARK-38679)
  • Make memory overhead factor configurable (SPARK-38194)
  • Avoid using bash -c in ShellBasedGroupsMappingProvider (SPARK-38992)

Structured Streaming

Major Features

  • Async Progress Tracking (SPARK-39591)
  • Python Arbitrary Stateful Processing in Structured Streaming (SPARK-40434)
  • Protobuf Support in Structured Streaming (SPARK-40653)
  • Fix late record filtering to support chaining of stateful operators (SPARK-40925)

Other Notable Changes

  • Introducing a streaming checkpoint file manager based on Hadoop’s Abortable interface (SPARK-40039)
  • Deprecate Trigger.Once and Promote Trigger.AvailableNow (SPARK-39805)
  • Expose the information of catalog table to the logical plan in streaming query (SPARK-39564)
  • Support collecting metrics from streaming sinks (SPARK-38564)
  • Deprecate DStream API (SPARK-42075)
  • Flip the default value of Kafka offset fetching config (SPARK-40844)
  • Provide cloned spark session in DataFrame in user function for foreachBatch sink in PySpark (SPARK-41379)

Spark Connect

Python Client

Scala Client

PySpark

Pandas API on Spark

Other Notable Changes

MLLIB

SparkR

Live UI and History Server Service

  • Better Spark UI scalability and Driver stability for large applications(SPARK-41053)
  • Use RocksDB for spark.history.store.hybridStore.diskBackend by default (SPARK-42277)
  • Group nested executions under the root execution(SPARK-41752)
  • Show metrics properties in the environment tab(SPARK-39110)
  • Fix StagePage input size/records not show when records greater than zero(SPARK-34777)
  • Improve event logging JsonProtocol performance by using Jackson instead of Json4s (SPARK-39489)
  • Support spark.history.fs.update.batchSize (SPARK-39225)

Build

Maintenance updates

See Databricks Runtime 13.0 maintenance updates.

System environment

  • Operating System: Ubuntu 22.04.2 LTS
  • Java: Zulu 8.68.0.21-CA-linux64
  • Scala: 2.12.15
  • Python: 3.10.6
  • R: 4.2.2
  • Delta Lake: 2.3.0

Installed Python libraries

Library Version Library Version Library Version
appdirs 1.4.4 argon2-cffi 21.3.0 argon2-cffi-bindings 21.2.0
asttokens 2.2.1 attrs 21.4.0 backcall 0.2.0
beautifulsoup4 4.11.1 black 22.6.0 bleach 4.1.0
blinker 1.4 boto3 1.24.28 botocore 1.27.28
certifi 2022.9.14 cffi 1.15.1 chardet 4.0.0
charset-normalizer 2.0.4 click 8.0.4 cryptography 37.0.1
cycler 0.11.0 Cython 0.29.32 dbus-python 1.2.18
debugpy 1.5.1 decorator 5.1.1 defusedxml 0.7.1
distlib 0.3.6 docstring-to-markdown 0.12 entrypoints 0.4
executing 1.2.0 facets-overview 1.0.2 fastjsonschema 2.16.3
filelock 3.10.7 fonttools 4.25.0 googleapis-common-protos 1.56.4
grpcio 1.48.1 grpcio-status 1.48.1 httplib2 0.20.2
idna 3.3 importlib-metadata 4.6.4 ipykernel 6.17.1
ipython 8.10.0 ipython-genutils 0.2.0 ipywidgets 7.7.2
jedi 0.18.1 jeepney 0.7.1 Jinja2 2.11.3
jmespath 0.10.0 joblib 1.2.0 jsonschema 4.16.0
jupyter-client 7.3.4 jupyter_core 4.11.2 jupyterlab-pygments 0.1.2
jupyterlab-widgets 1.0.0 keyring 23.5.0 kiwisolver 1.4.2
launchpadlib 1.10.16 lazr.restfulclient 0.14.4 lazr.uri 1.0.6
MarkupSafe 2.0.1 matplotlib 3.5.2 matplotlib-inline 0.1.6
mccabe 0.7.0 mistune 0.8.4 more-itertools 8.10.0
mypy-extensions 0.4.3 nbclient 0.5.13 nbconvert 6.4.4
nbformat 5.5.0 nest-asyncio 1.5.5 nodeenv 1.7.0
notebook 6.4.12 numpy 1.21.5 oauthlib 3.2.0
packaging 21.3 pandas 1.4.4 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 9.2.0
pip 22.2.2 platformdirs 2.5.2 plotly 5.9.0
pluggy 1.0.0 prometheus-client 0.14.1 prompt-toolkit 3.0.36
protobuf 3.19.4 psutil 5.9.0 psycopg2 2.9.3
ptyprocess 0.7.0 pure-eval 0.2.2 pyarrow 7.0.0
pycparser 2.21 pyflakes 3.0.1 Pygments 2.11.2
PyGObject 3.42.1 PyJWT 2.3.0 pyodbc 4.0.32
pyparsing 3.0.9 pyright 1.1.294 pyrsistent 0.18.0
python-dateutil 2.8.2 python-lsp-jsonrpc 1.0.0 python-lsp-server 1.7.1
pytoolconfig 1.2.2 pytz 2022.1 pyzmq 23.2.0
requests 2.28.1 rope 1.7.0 s3transfer 0.6.0
scikit-learn 1.1.1 scipy 1.9.1 seaborn 0.11.2
SecretStorage 3.3.1 Send2Trash 1.8.0 setuptools 63.4.1
six 1.16.0 soupsieve 2.3.1 ssh-import-id 5.11
stack-data 0.6.2 statsmodels 0.13.2 tenacity 8.0.1
terminado 0.13.1 testpath 0.6.0 threadpoolctl 2.2.0
tokenize-rt 4.2.1 tomli 2.0.1 tornado 6.1
traitlets 5.1.1 ujson 5.4.0 unattended-upgrades 0.1
urllib3 1.26.11 virtualenv 20.16.3 wadllib 1.3.6
wcwidth 0.2.5 webencodings 0.5.1 whatthepatch 1.0.2
wheel 0.37.1 widgetsnbextension 3.6.1 yapf 0.31.0
zipp 1.0.0

Installed R libraries

R libraries are installed from the Microsoft CRAN snapshot on 2023-02-10.

Library Version Library Version Library Version
arrow 10.0.1 askpass 1.1 assertthat 0.2.1
backports 1.4.1 base 4.2.2 base64enc 0.1-3
bit 4.0.5 bit64 4.0.5 blob 1.2.3
boot 1.3-28 brew 1.0-8 brio 1.1.3
broom 1.0.3 bslib 0.4.2 cachem 1.0.6
callr 3.7.3 caret 6.0-93 cellranger 1.1.0
chron 2.3-59 class 7.3-21 cli 3.6.0
clipr 0.8.0 clock 0.6.1 cluster 2.1.4
codetools 0.2-19 colorspace 2.1-0 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 5.0.0
data.table 1.14.6 datasets 4.2.2 DBI 1.1.3
dbplyr 2.3.0 desc 1.4.2 devtools 2.4.5
diffobj 0.3.5 digest 0.6.31 downlit 0.4.2
dplyr 1.1.0 dtplyr 1.2.2 e1071 1.7-13
ellipsis 0.3.2 evaluate 0.20 fansi 1.0.4
farver 2.1.1 fastmap 1.1.0 fontawesome 0.5.0
forcats 1.0.0 foreach 1.5.2 foreign 0.8-82
forge 0.2.0 fs 1.6.1 future 1.31.0
future.apply 1.10.0 gargle 1.3.0 generics 0.1.3
gert 1.9.2 ggplot2 3.4.0 gh 1.3.1
gitcreds 0.1.2 glmnet 4.1-6 globals 0.16.2
glue 1.6.2 googledrive 2.0.0 googlesheets4 1.0.1
gower 1.0.1 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 0.10 hms 1.1.2 htmltools 0.5.4
htmlwidgets 1.6.1 httpuv 1.6.8 httr 1.4.4
ids 1.0.1 ini 0.3.1 ipred 0.9-13
isoband 0.2.7 iterators 1.0.14 jquerylib 0.1.4
jsonlite 1.8.4 KernSmooth 2.23-20 knitr 1.42
labeling 0.4.2 later 1.3.0 lattice 0.20-45
lava 1.7.1 lifecycle 1.0.3 listenv 0.9.0
lubridate 1.9.1 magrittr 2.0.3 markdown 1.5
MASS 7.3-58.2 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 0.1.10
munsell 0.5.0 nlme 3.1-162 nnet 7.3-18
numDeriv 2016.8-1.1 openssl 2.0.5 parallel 4.2.2
parallelly 1.34.0 pillar 1.8.1 pkgbuild 1.4.0
pkgconfig 2.0.3 pkgdown 2.0.7 pkgload 1.3.2
plogr 0.2.0 plyr 1.8.8 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 0.13.0 promises 1.2.0.1 proto 1.0.0
proxy 0.4-27 ps 1.7.2 purrr 1.0.1
r2d3 0.2.6 R6 2.5.1 ragg 1.2.5
randomForest 4.7-1.1 rappdirs 0.3.3 rcmdcheck 1.4.0
RColorBrewer 1.1-3 Rcpp 1.0.10 RcppEigen 0.3.3.9.3
readr 2.1.3 readxl 1.4.2 recipes 1.0.4
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 2.20 RODBC 1.3-20 roxygen2 7.2.3
rpart 4.1.19 rprojroot 2.0.3 Rserve 1.8-12
RSQLite 2.2.20 rstudioapi 0.14 rversions 2.1.2
rvest 1.0.3 sass 0.4.5 scales 1.2.1
selectr 0.4-2 sessioninfo 1.2.2 shape 1.4.6
shiny 1.7.4 sourcetools 0.1.7-1 sparklyr 1.7.9
SparkR 3.4.0 spatial 7.3-15 splines 4.2.2
sqldf 0.4-11 SQUAREM 2021.1 stats 4.2.2
stats4 4.2.2 stringi 1.7.12 stringr 1.5.0
survival 3.5-3 sys 3.4.1 systemfonts 1.0.4
tcltk 4.2.2 testthat 3.1.6 textshaping 0.3.6
tibble 3.1.8 tidyr 1.3.0 tidyselect 1.2.0
tidyverse 1.3.2 timechange 0.2.0 timeDate 4022.108
tinytex 0.44 tools 4.2.2 tzdb 0.3.0
urlchecker 1.0.1 usethis 2.1.6 utf8 1.2.3
utils 4.2.2 uuid 1.1-0 vctrs 0.5.2
viridisLite 0.4.1 vroom 1.6.1 waldo 0.4.0
whisker 0.4.1 withr 2.5.0 xfun 0.37
xml2 1.3.3 xopen 1.0.0 xtable 1.8-4
yaml 2.3.7 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 1.12.390
com.amazonaws aws-java-sdk-cloudformation 1.12.390
com.amazonaws aws-java-sdk-cloudfront 1.12.390
com.amazonaws aws-java-sdk-cloudhsm 1.12.390
com.amazonaws aws-java-sdk-cloudsearch 1.12.390
com.amazonaws aws-java-sdk-cloudtrail 1.12.390
com.amazonaws aws-java-sdk-cloudwatch 1.12.390
com.amazonaws aws-java-sdk-cloudwatchmetrics 1.12.390
com.amazonaws aws-java-sdk-codedeploy 1.12.390
com.amazonaws aws-java-sdk-cognitoidentity 1.12.390
com.amazonaws aws-java-sdk-cognitosync 1.12.390
com.amazonaws aws-java-sdk-config 1.12.390
com.amazonaws aws-java-sdk-core 1.12.390
com.amazonaws aws-java-sdk-datapipeline 1.12.390
com.amazonaws aws-java-sdk-directconnect 1.12.390
com.amazonaws aws-java-sdk-directory 1.12.390
com.amazonaws aws-java-sdk-dynamodb 1.12.390
com.amazonaws aws-java-sdk-ec2 1.12.390
com.amazonaws aws-java-sdk-ecs 1.12.390
com.amazonaws aws-java-sdk-efs 1.12.390
com.amazonaws aws-java-sdk-elasticache 1.12.390
com.amazonaws aws-java-sdk-elasticbeanstalk 1.12.390
com.amazonaws aws-java-sdk-elasticloadbalancing 1.12.390
com.amazonaws aws-java-sdk-elastictranscoder 1.12.390
com.amazonaws aws-java-sdk-emr 1.12.390
com.amazonaws aws-java-sdk-glacier 1.12.390
com.amazonaws aws-java-sdk-glue 1.12.390
com.amazonaws aws-java-sdk-iam 1.12.390
com.amazonaws aws-java-sdk-importexport 1.12.390
com.amazonaws aws-java-sdk-kinesis 1.12.390
com.amazonaws aws-java-sdk-kms 1.12.390
com.amazonaws aws-java-sdk-lambda 1.12.390
com.amazonaws aws-java-sdk-logs 1.12.390
com.amazonaws aws-java-sdk-machinelearning 1.12.390
com.amazonaws aws-java-sdk-opsworks 1.12.390
com.amazonaws aws-java-sdk-rds 1.12.390
com.amazonaws aws-java-sdk-redshift 1.12.390
com.amazonaws aws-java-sdk-route53 1.12.390
com.amazonaws aws-java-sdk-s3 1.12.390
com.amazonaws aws-java-sdk-ses 1.12.390
com.amazonaws aws-java-sdk-simpledb 1.12.390
com.amazonaws aws-java-sdk-simpleworkflow 1.12.390
com.amazonaws aws-java-sdk-sns 1.12.390
com.amazonaws aws-java-sdk-sqs 1.12.390
com.amazonaws aws-java-sdk-ssm 1.12.390
com.amazonaws aws-java-sdk-storagegateway 1.12.390
com.amazonaws aws-java-sdk-sts 1.12.390
com.amazonaws aws-java-sdk-support 1.12.390
com.amazonaws aws-java-sdk-swf-libraries 1.11.22
com.amazonaws aws-java-sdk-workspaces 1.12.390
com.amazonaws jmespath-java 1.12.390
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 2.14.2
com.fasterxml.jackson.core jackson-core 2.14.2
com.fasterxml.jackson.core jackson-databind 2.14.2
com.fasterxml.jackson.dataformat jackson-dataformat-cbor 2.14.2
com.fasterxml.jackson.datatype jackson-datatype-joda 2.14.2
com.fasterxml.jackson.datatype jackson-datatype-jsr310 2.13.4
com.fasterxml.jackson.module jackson-module-paranamer 2.14.2
com.fasterxml.jackson.module jackson-module-scala_2.12 2.14.2
com.github.ben-manes.caffeine caffeine 2.3.4
com.github.fommil jniloader 1.1
com.github.fommil.netlib native_ref-java 1.1
com.github.fommil.netlib native_ref-java 1.1-natives
com.github.fommil.netlib native_system-java 1.1
com.github.fommil.netlib native_system-java 1.1-natives
com.github.fommil.netlib netlib-native_ref-linux-x86_64 1.1-natives
com.github.fommil.netlib netlib-native_system-linux-x86_64 1.1-natives
com.github.luben zstd-jni 1.5.2-5
com.github.wendykierp JTransforms 3.1
com.google.code.findbugs jsr305 3.0.0
com.google.code.gson gson 2.8.9
com.google.crypto.tink tink 1.7.0
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 2.1.214
com.helger profiler 1.1.1
com.jcraft jsch 0.1.55
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 1.1.2
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 1.5
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 3.0.3
dev.ludovic.netlib blas 3.0.3
dev.ludovic.netlib lapack 3.0.3
info.ganglia.gmetric4j gmetric4j 1.0.10
io.airlift aircompressor 0.21
io.delta delta-sharing-spark_2.12 0.6.3
io.dropwizard.metrics metrics-core 4.2.10
io.dropwizard.metrics metrics-graphite 4.2.10
io.dropwizard.metrics metrics-healthchecks 4.2.10
io.dropwizard.metrics metrics-jetty9 4.2.10
io.dropwizard.metrics metrics-jmx 4.2.10
io.dropwizard.metrics metrics-json 4.2.10
io.dropwizard.metrics metrics-jvm 4.2.10
io.dropwizard.metrics metrics-servlets 4.2.10
io.netty netty-all 4.1.87.Final
io.netty netty-buffer 4.1.87.Final
io.netty netty-codec 4.1.87.Final
io.netty netty-codec-http 4.1.87.Final
io.netty netty-codec-http2 4.1.87.Final
io.netty netty-codec-socks 4.1.87.Final
io.netty netty-common 4.1.87.Final
io.netty netty-handler 4.1.87.Final
io.netty netty-handler-proxy 4.1.87.Final
io.netty netty-resolver 4.1.87.Final
io.netty netty-transport 4.1.87.Final
io.netty netty-transport-classes-epoll 4.1.87.Final
io.netty netty-transport-classes-kqueue 4.1.87.Final
io.netty netty-transport-native-epoll 4.1.87.Final
io.netty netty-transport-native-epoll 4.1.87.Final-linux-aarch_64
io.netty netty-transport-native-epoll 4.1.87.Final-linux-x86_64
io.netty netty-transport-native-kqueue 4.1.87.Final-osx-aarch_64
io.netty netty-transport-native-kqueue 4.1.87.Final-osx-x86_64
io.netty netty-transport-native-unix-common 4.1.87.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 2.12.1
net.java.dev.jna jna 5.8.0
net.razorvine pickle 1.3
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 4.9.3
org.antlr stringtemplate 3.2.1
org.apache.ant ant 1.9.16
org.apache.ant ant-jsch 1.9.16
org.apache.ant ant-launcher 1.9.16
org.apache.arrow arrow-format 11.0.0
org.apache.arrow arrow-memory-core 11.0.0
org.apache.arrow arrow-memory-netty 11.0.0
org.apache.arrow arrow-vector 11.0.0
org.apache.avro avro 1.11.1
org.apache.avro avro-ipc 1.11.1
org.apache.avro avro-mapred 1.11.1
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.datasketches datasketches-java 3.1.0
org.apache.datasketches datasketches-memory 2.0.0
org.apache.derby derby 10.14.2.0
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 2.8.1
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 4.5.14
org.apache.httpcomponents httpcore 4.4.16
org.apache.ivy ivy 2.5.1
org.apache.logging.log4j log4j-1.2-api 2.19.0
org.apache.logging.log4j log4j-api 2.19.0
org.apache.logging.log4j log4j-core 2.19.0
org.apache.logging.log4j log4j-slf4j2-impl 2.19.0
org.apache.mesos mesos 1.11.0-shaded-protobuf
org.apache.orc orc-core 1.8.2-shaded-protobuf
org.apache.orc orc-mapreduce 1.8.2-shaded-protobuf
org.apache.orc orc-shims 1.8.2
org.apache.thrift libfb303 0.9.3
org.apache.thrift libthrift 0.12.0
org.apache.xbean xbean-asm9-shaded 4.22
org.apache.yetus audience-annotations 0.13.0
org.apache.zookeeper zookeeper 3.6.3
org.apache.zookeeper zookeeper-jute 3.6.3
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 9.4.50.v20221201
org.eclipse.jetty jetty-continuation 9.4.50.v20221201
org.eclipse.jetty jetty-http 9.4.50.v20221201
org.eclipse.jetty jetty-io 9.4.50.v20221201
org.eclipse.jetty jetty-jndi 9.4.50.v20221201
org.eclipse.jetty jetty-plus 9.4.50.v20221201
org.eclipse.jetty jetty-proxy 9.4.50.v20221201
org.eclipse.jetty jetty-security 9.4.50.v20221201
org.eclipse.jetty jetty-server 9.4.50.v20221201
org.eclipse.jetty jetty-servlet 9.4.50.v20221201
org.eclipse.jetty jetty-servlets 9.4.50.v20221201
org.eclipse.jetty jetty-util 9.4.50.v20221201
org.eclipse.jetty jetty-util-ajax 9.4.50.v20221201
org.eclipse.jetty jetty-webapp 9.4.50.v20221201
org.eclipse.jetty jetty-xml 9.4.50.v20221201
org.eclipse.jetty.websocket websocket-api 9.4.50.v20221201
org.eclipse.jetty.websocket websocket-client 9.4.50.v20221201
org.eclipse.jetty.websocket websocket-common 9.4.50.v20221201
org.eclipse.jetty.websocket websocket-server 9.4.50.v20221201
org.eclipse.jetty.websocket websocket-servlet 9.4.50.v20221201
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 6.1.7.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 2.2.0
org.objenesis objenesis 2.5.1
org.postgresql postgresql 42.3.8
org.roaringbitmap RoaringBitmap 0.9.39
org.roaringbitmap shims 0.9.39
org.rocksdb rocksdbjni 7.8.3
org.rosuda.REngine REngine 2.1.0
org.scala-lang scala-compiler_2.12 2.12.15
org.scala-lang scala-library_2.12 2.12.15
org.scala-lang scala-reflect_2.12 2.12.15
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 2.1.0
org.scalanlp breeze_2.12 2.1.0
org.scalatest scalatest_2.12 3.0.8
org.slf4j jcl-over-slf4j 2.0.6
org.slf4j jul-to-slf4j 2.0.6
org.slf4j slf4j-api 2.0.6
org.threeten threeten-extra 1.7.1
org.tukaani xz 1.9
org.typelevel algebra_2.12 2.0.1
org.typelevel cats-kernel_2.12 2.1.1
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 1.1.3.Final
org.xerial sqlite-jdbc 3.8.11.2
org.xerial.snappy snappy-java 1.1.8.4
org.yaml snakeyaml 1.33
oro oro 2.0.8
pl.edu.icm JLargeArrays 1.5
software.amazon.cryptools AmazonCorrettoCryptoProvider 1.6.1-linux-x86_64
software.amazon.ion ion-java 1.0.2
stax stax-api 1.0.1