Databricks Runtime 8.1 (EoS)
Note
Support for this Databricks Runtime version has ended. For the end-of-support date, see End-of-support history. For all supported Databricks Runtime versions, see Databricks Runtime release notes versions and compatibility.
Databricks released this version in March 2021.
The following release notes provide information about Databricks Runtime 8.1, powered by Apache Spark 3.1.1.
New features and improvements
- New SQL operators reduce complex ETL on JSON strings
- Control visibility of table access control lists
- New Auto Loader options enable better performance
- Authenticate to Azure Synapse Analytics with OAuth 2.0 and a service principal (Public Preview)
- Manually insert
IDENTITY
columns in Azure Synapse Analytics tables - Azure Auto Loader now supports authentication with a service principal for queue operations
- Track stream progress with Kafka metrics
- Track stream progress with Delta Lake streaming source metrics
New SQL operators reduce complex ETL on JSON strings
Two new SQL operators—::
and :
—allow you to easily extract data from JSON strings.
- To cast your expression to a data type, use a double colon
::
. For example, instead of specifyingcast(col as int)
, you can now saycol::int
. - To extract fields from semi-structured data, use a single colon
:
. If you have aSTRING
column containing JSON data, you can extract a field from that JSON string using the syntax<json-column>:<field>
which extracts the keyfield
from your JSON<json-column>
as aSTRING
. You can combine this with the::
syntax to cast the data to a specific type.
For example, if you have the JSON data:
{
"store":{
"bicycle":{
"price":19.95,
"color":"red"
}
}
}
and you create a table store_data
from the data:
CREATE TABLE store_data AS SELECT
'{
"store":{
"bicycle":{
"price":19.95,
"color":"red"
}
}
}' as raw
the statement SELECT raw:store.bicycle.price::double FROM store_data
returns:
+--------+
| price |
+--------+
| 19.95 |
+--------+
For details, see Query JSON strings.
Control visibility of table access control lists
To avoid leaking information by listing all defined permissions on a table, you can now run SHOW GRANTS [<user>] <object>
statement only if you are:
- A Databricks SQL administrator or the owner of
<object>
. - The user specified in
[<user>]
.
New Auto Loader options enable better performance
Auto Loader now supports a new option cloudFiles.fetchParallelism
to specify the parallelism to fetch messages from the queue service.
See What is Auto Loader?.
Authenticate to Azure Synapse Analytics with OAuth 2.0 and a service principal (Public Preview)
The Azure Synapse Analytics connector now supports authentication with OAuth 2.0 and a Microsoft Entra ID service principal, enabling applications that require authentication with a service principal instead of a username and password. To learn more, see How does authentication between Azure Databricks and Synapse work? for the Azure Synapse Analytics connector.
Manually insert IDENTITY
columns in Azure Synapse Analytics tables
The Azure Synapse Analytics connector now supports explicitly inserting values into IDENTITY
columns in Azure Synapse Analytics tables based on values set in DataFrames. This capability is supported for batch and streaming inserts and enables use cases requiring custom IDENTITY
column values. For details, see the identityInsert
parameter in the Azure Synapse Analytics connector Azure Databricks Synapse connector options reference.
Azure Auto Loader now supports authentication with a service principal for queue operations
You can now authenticate with a Microsoft Entra ID service principal granted queue-related permissions for queue operations with Auto Loader. This change removes the previous requirement of using a connection string for queue operations and a service principal for event operations and allows you to use a service principal for both operation types. For more details, see What is Auto Loader?.
Track stream progress with Kafka metrics
The Kafka streaming source now reports how many offsets a consumer is falling behind the latest after every batch. You can use these metrics to track stream progress. For details on how to view the metrics, see Retrieve Kafka metrics.
Track stream progress with Delta Lake streaming source metrics
A Delta Lake streaming source now reports how large the backlog is and how many files exist in the backlog after every batch. You can use these metrics to track stream progress. For details on how to view the metrics, see Metrics.
Library upgrades
- Upgraded Python library:
- koalas upgraded from 1.5.0 to 1.6.0.
- Newly installed Python libraries:
- plotly 4.14.3
- retrying 1.3.3
- Upgraded R to 4.0.4 from 4.0.3.
- Upgraded several installed R libraries. See Installed R Libraries.
- Upgraded Java library:
- jetty from 9.4.34.v20201102 to 9.4.36.v20210114
- OpenJDK 8 build upgraded to Zulu 8.52.0.23-CA-linux64 (build 1.8.0_282-b08)
Apache Spark
Databricks Runtime 8.1 includes Apache Spark 3.1.1. This release includes all Spark fixes and improvements included in Databricks Runtime 8.0 (EoS), as well as the following additional bug fixes and improvements made to Spark:
- [SPARK-34534] Fix blockIds order when use FetchShuffleBlocks to fetch blocks
- [SPARK-34613] [SQL] Fix view does not capture disable hint config
- [SPARK-34392] [SQL] Support ZoneOffset +h:mm in DateTimeUtils. getZoneId
- [SPARK-34436] [SQL] DPP support LIKE ANY/ALL expression
- [SPARK-34497] [SQL] Fix built-in JDBC connection providers to restore JVM security context changes
- [SPARK-34543] [SQL] Respect the
spark.sql.caseSensitive
config while resolving partition spec in v1SET LOCATION
- [SPARK-34550] [SQL] Skip InSet null value during push filter to Hive metastore
- [SPARK-34531] [CORE] Remove Experimental API tag in PrometheusServlet
Maintenance updates
See Databricks Runtime 8.1 maintenance updates.
System environment
- Operating System: Ubuntu 18.04.5 LTS
- Java: Zulu 8.52.0.23-CA-linux64 (build 1.8.0_282-b08)
- Scala: 2.12.10
- Python: 3.8.8 (updated from 3.8.6 in May 26, 2021 maintenance update)
- R: R version 4.0.4 (2021-02-15)
- Delta Lake 0.8.0
Installed Python libraries
Library | Version | Library | Version | Library | Version |
---|---|---|---|---|---|
appdirs | 1.4.4 | asn1crypto | 1.4.0 | backcall | 0.2.0 |
boto3 | 1.16.7 | botocore | 1.19.7 | brotlipy | 0.7.0 |
certifi | 2020.12.5 | cffi | 1.14.3 | chardet | 3.0.4 |
cryptography | 3.1.1 | cycler | 0.10.0 | Cython | 0.29.21 |
decorator | 4.4.2 | distlib | 0.3.1 | docutils | 0.15.2 |
entrypoints | 0.3 | filelock | 3.0.12 | idna | 2.10 |
ipykernel | 5.3.4 | ipython | 7.19.0 | ipython-genutils | 0.2.0 |
jedi | 0.17.2 | jmespath | 0.10.0 | joblib | 0.17.0 |
jupyter-client | 6.1.7 | jupyter-core | 4.6.3 | kiwisolver | 1.3.0 |
koalas | 1.6.0 | matplotlib | 3.2.2 | numpy | 1.19.2 |
pandas | 1.1.3 | parso | 0.7.0 | patsy | 0.5.1 |
pexpect | 4.8.0 | pickleshare | 0.7.5 | pip | 20.2.4 |
plotly | 4.14.3 | prompt-toolkit | 3.0.8 | psycopg2 | 2.8.5 |
ptyprocess | 0.6.0 | pyarrow | 1.0.1 | pycparser | 2.20 |
Pygments | 2.7.2 | pyOpenSSL | 19.1.0 | pyparsing | 2.4.7 |
PySocks | 1.7.1 | python-dateutil | 2.8.1 | pytz | 2020.5 |
pyzmq | 19.0.2 | requests | 2.24.0 | retrying | 1.3.3 |
s3transfer | 0.3.4 | scikit-learn | 0.23.2 | scipy | 1.5.2 |
seaborn | 0.10.0 | setuptools | 50.3.1 | six | 1.15.0 |
statsmodels | 0.12.0 | threadpoolctl | 2.1.0 | tornado | 6.0.4 |
traitlets | 5.0.5 | urllib3 | 1.25.11 | virtualenv | 20.2.1 |
wcwidth | 0.2.5 | wheel | 0.35.1 |
Installed R libraries
R libraries are installed from the Microsoft CRAN snapshot on 2020-11-02.
Library | Version | Library | Version | Library | Version |
---|---|---|---|---|---|
askpass | 1.1 | assertthat | 0.2.1 | backports | 1.2.1 |
base | 4.0.4 | base64enc | 0.1-3 | BH | 1.72.0-3 |
bit | 4.0.4 | bit64 | 4.0.5 | blob | 1.2.1 |
boot | 1.3-27 | brew | 1.0-6 | brio | 1.1.0 |
broom | 0.7.2 | callr | 3.5.1 | caret | 6.0-86 |
cellranger | 1.1.0 | chron | 2.3-56 | class | 7.3-18 |
cli | 2.2.0 | clipr | 0.7.1 | cluster | 2.1.1 |
codetools | 0.2-18 | colorspace | 2.0-0 | commonmark | 1.7 |
compiler | 4.0.4 | config | 0.3 | covr | 3.5.1 |
cpp11 | 0.2.4 | crayon | 1.3.4 | credentials | 1.3.0 |
crosstalk | 1.1.0.1 | curl | 4.3 | data.table | 1.13.4 |
datasets | 4.0.4 | DBI | 1.1.0 | dbplyr | 2.0.0 |
desc | 1.2.0 | devtools | 2.3.2 | diffobj | 0.3.2 |
digest | 0.6.27 | dplyr | 1.0.2 | DT | 0.16 |
ellipsis | 0.3.1 | evaluate | 0.14 | fansi | 0.4.1 |
farver | 2.0.3 | fastmap | 1.0.1 | forcats | 0.5.0 |
foreach | 1.5.1 | foreign | 0.8-81 | forge | 0.2.0 |
fs | 1.5.0 | future | 1.21.0 | generics | 0.1.0 |
gert | 1.0.2 | ggplot2 | 3.3.2 | gh | 1.2.0 |
gitcreds | 0.1.1 | glmnet | 4.0-2 | globals | 0.14.0 |
glue | 1.4.2 | gower | 0.2.2 | graphics | 4.0.4 |
grDevices | 4.0.4 | grid | 4.0.4 | gridExtra | 2.3 |
gsubfn | 0.7 | gtable | 0.3.0 | haven | 2.3.1 |
highr | 0.8 | hms | 0.5.3 | htmltools | 0.5.0 |
htmlwidgets | 1.5.3 | httpuv | 1.5.4 | httr | 1.4.2 |
hwriter | 1.3.2 | hwriterPlus | 1.0-3 | ini | 0.3.1 |
ipred | 0.9-9 | isoband | 0.2.3 | iterators | 1.0.13 |
jsonlite | 1.7.2 | KernSmooth | 2.23-18 | knitr | 1.30 |
labeling | 0.4.2 | later | 1.1.0.1 | lattice | 0.20-41 |
lava | 1.6.8.1 | lazyeval | 0.2.2 | lifecycle | 0.2.0 |
listenv | 0.8.0 | lubridate | 1.7.9.2 | magrittr | 2.0.1 |
markdown | 1.1 | MASS | 7.3-53.1 | Matrix | 1.3-2 |
memoise | 1.1.0 | methods | 4.0.4 | mgcv | 1.8-33 |
mime | 0.9 | ModelMetrics | 1.2.2.2 | modelr | 0.1.8 |
munsell | 0.5.0 | nlme | 3.1-152 | nnet | 7.3-15 |
numDeriv | 2016.8-1.1 | openssl | 1.4.3 | parallel | 4.0.4 |
parallelly | 1.22.0 | pillar | 1.4.7 | pkgbuild | 1.1.0 |
pkgconfig | 2.0.3 | pkgload | 1.1.0 | plogr | 0.2.0 |
plyr | 1.8.6 | praise | 1.0.0 | prettyunits | 1.1.1 |
pROC | 1.16.2 | processx | 3.4.5 | prodlim | 2019.11.13 |
progress | 1.2.2 | promises | 1.1.1 | proto | 1.0.0 |
ps | 1.5.0 | purrr | 0.3.4 | r2d3 | 0.2.3 |
R6 | 2.5.0 | randomForest | 4.6-14 | rappdirs | 0.3.1 |
rcmdcheck | 1.3.3 | RColorBrewer | 1.1-2 | Rcpp | 1.0.5 |
readr | 1.4.0 | readxl | 1.3.1 | recipes | 0.1.15 |
rematch | 1.0.1 | rematch2 | 2.1.2 | remotes | 2.2.0 |
reprex | 0.3.0 | reshape2 | 1.4.4 | rex | 1.2.0 |
rlang | 0.4.9 | rmarkdown | 2.6 | RODBC | 1.3-17 |
roxygen2 | 7.1.1 | rpart | 4.1-15 | rprojroot | 2.0.2 |
Rserve | 1.8-7 | RSQLite | 2.2.1 | rstudioapi | 0.13 |
rversions | 2.0.2 | rvest | 0.3.6 | scales | 1.1.1 |
selectr | 0.4-2 | sessioninfo | 1.1.1 | shape | 1.4.5 |
shiny | 1.5.0 | sourcetools | 0.1.7 | sparklyr | 1.5.2 |
SparkR | 3.1.0 | spatial | 7.3-11 | splines | 4.0.4 |
sqldf | 0.4-11 | SQUAREM | 2020.5 | stats | 4.0.4 |
stats4 | 4.0.4 | stringi | 1.5.3 | stringr | 1.4.0 |
survival | 3.2-7 | sys | 3.4 | tcltk | 4.0.4 |
TeachingDemos | 2.10 | testthat | 3.0.0 | tibble | 3.0.4 |
tidyr | 1.1.2 | tidyselect | 1.1.0 | tidyverse | 1.3.0 |
timeDate | 3043.102 | tinytex | 0.28 | tools | 4.0.4 |
usethis | 2.0.0 | utf8 | 1.1.4 | utils | 4.0.4 |
uuid | 0.1-4 | vctrs | 0.3.5 | viridisLite | 0.3.0 |
waldo | 0.2.3 | whisker | 0.4 | withr | 2.3.0 |
xfun | 0.19 | xml2 | 1.3.2 | xopen | 1.0.0 |
xtable | 1.8-4 | yaml | 2.2.1 | zip | 2.1.1 |
Installed Java and Scala libraries (Scala 2.12 cluster version)
Group ID | Artifact ID | Version |
---|---|---|
antlr | antlr | 2.7.7 |
com.amazonaws | amazon-kinesis-client | 1.12.0 |
com.amazonaws | aws-java-sdk-autoscaling | 1.11.655 |
com.amazonaws | aws-java-sdk-cloudformation | 1.11.655 |
com.amazonaws | aws-java-sdk-cloudfront | 1.11.655 |
com.amazonaws | aws-java-sdk-cloudhsm | 1.11.655 |
com.amazonaws | aws-java-sdk-cloudsearch | 1.11.655 |
com.amazonaws | aws-java-sdk-cloudtrail | 1.11.655 |
com.amazonaws | aws-java-sdk-cloudwatch | 1.11.655 |
com.amazonaws | aws-java-sdk-cloudwatchmetrics | 1.11.655 |
com.amazonaws | aws-java-sdk-codedeploy | 1.11.655 |
com.amazonaws | aws-java-sdk-cognitoidentity | 1.11.655 |
com.amazonaws | aws-java-sdk-cognitosync | 1.11.655 |
com.amazonaws | aws-java-sdk-config | 1.11.655 |
com.amazonaws | aws-java-sdk-core | 1.11.655 |
com.amazonaws | aws-java-sdk-datapipeline | 1.11.655 |
com.amazonaws | aws-java-sdk-directconnect | 1.11.655 |
com.amazonaws | aws-java-sdk-directory | 1.11.655 |
com.amazonaws | aws-java-sdk-dynamodb | 1.11.655 |
com.amazonaws | aws-java-sdk-ec2 | 1.11.655 |
com.amazonaws | aws-java-sdk-ecs | 1.11.655 |
com.amazonaws | aws-java-sdk-efs | 1.11.655 |
com.amazonaws | aws-java-sdk-elasticache | 1.11.655 |
com.amazonaws | aws-java-sdk-elasticbeanstalk | 1.11.655 |
com.amazonaws | aws-java-sdk-elasticloadbalancing | 1.11.655 |
com.amazonaws | aws-java-sdk-elastictranscoder | 1.11.655 |
com.amazonaws | aws-java-sdk-emr | 1.11.655 |
com.amazonaws | aws-java-sdk-glacier | 1.11.655 |
com.amazonaws | aws-java-sdk-iam | 1.11.655 |
com.amazonaws | aws-java-sdk-importexport | 1.11.655 |
com.amazonaws | aws-java-sdk-kinesis | 1.11.655 |
com.amazonaws | aws-java-sdk-kms | 1.11.655 |
com.amazonaws | aws-java-sdk-lambda | 1.11.655 |
com.amazonaws | aws-java-sdk-logs | 1.11.655 |
com.amazonaws | aws-java-sdk-machinelearning | 1.11.655 |
com.amazonaws | aws-java-sdk-opsworks | 1.11.655 |
com.amazonaws | aws-java-sdk-rds | 1.11.655 |
com.amazonaws | aws-java-sdk-redshift | 1.11.655 |
com.amazonaws | aws-java-sdk-route53 | 1.11.655 |
com.amazonaws | aws-java-sdk-s3 | 1.11.655 |
com.amazonaws | aws-java-sdk-ses | 1.11.655 |
com.amazonaws | aws-java-sdk-simpledb | 1.11.655 |
com.amazonaws | aws-java-sdk-simpleworkflow | 1.11.655 |
com.amazonaws | aws-java-sdk-sns | 1.11.655 |
com.amazonaws | aws-java-sdk-sqs | 1.11.655 |
com.amazonaws | aws-java-sdk-ssm | 1.11.655 |
com.amazonaws | aws-java-sdk-storagegateway | 1.11.655 |
com.amazonaws | aws-java-sdk-sts | 1.11.655 |
com.amazonaws | aws-java-sdk-support | 1.11.655 |
com.amazonaws | aws-java-sdk-swf-libraries | 1.11.22 |
com.amazonaws | aws-java-sdk-workspaces | 1.11.655 |
com.amazonaws | jmespath-java | 1.11.655 |
com.chuusai | shapeless_2.12 | 2.3.3 |
com.clearspring.analytics | stream | 2.9.6 |
com.databricks | Rserve | 1.8-3 |
com.databricks | jets3t | 0.7.1-0 |
com.databricks.scalapb | compilerplugin_2.12 | 0.4.15-10 |
com.databricks.scalapb | scalapb-runtime_2.12 | 0.4.15-10 |
com.esotericsoftware | kryo-shaded | 4.0.2 |
com.esotericsoftware | minlog | 1.3.0 |
com.fasterxml | classmate | 1.3.4 |
com.fasterxml.jackson.core | jackson-annotations | 2.10.0 |
com.fasterxml.jackson.core | jackson-core | 2.10.0 |
com.fasterxml.jackson.core | jackson-databind | 2.10.0 |
com.fasterxml.jackson.dataformat | jackson-dataformat-cbor | 2.10.0 |
com.fasterxml.jackson.datatype | jackson-datatype-joda | 2.10.0 |
com.fasterxml.jackson.module | jackson-module-paranamer | 2.10.0 |
com.fasterxml.jackson.module | jackson-module-scala_2.12 | 2.10.0 |
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.joshelser | dropwizard-metrics-hadoop-metrics2-reporter | 0.1.2 |
com.github.luben | zstd-jni | 1.4.8-1 |
com.github.wendykierp | JTransforms | 3.1 |
com.google.code.findbugs | jsr305 | 3.0.0 |
com.google.code.gson | gson | 2.2.4 |
com.google.flatbuffers | flatbuffers-java | 1.9.0 |
com.google.guava | guava | 15.0 |
com.google.protobuf | protobuf-java | 2.6.1 |
com.h2database | h2 | 1.4.195 |
com.helger | profiler | 1.1.1 |
com.jcraft | jsch | 0.1.50 |
com.jolbox | bonecp | 0.8.0.RELEASE |
com.lihaoyi | sourcecode_2.12 | 0.1.9 |
com.microsoft.sqlserver | mssql-jdbc | 9.2.1.jre8 |
com.microsoft.azure | azure-data-lake-store-sdk | 2.3.9 |
com.ning | compress-lzf | 1.0.3 |
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 | 0.9.5 |
com.twitter | chill_2.12 | 0.9.5 |
com.twitter | util-app_2.12 | 7.1.0 |
com.twitter | util-core_2.12 | 7.1.0 |
com.twitter | util-function_2.12 | 7.1.0 |
com.twitter | util-jvm_2.12 | 7.1.0 |
com.twitter | util-lint_2.12 | 7.1.0 |
com.twitter | util-registry_2.12 | 7.1.0 |
com.twitter | util-stats_2.12 | 7.1.0 |
com.typesafe | config | 1.2.1 |
com.typesafe.scala-logging | scala-logging_2.12 | 3.7.2 |
com.univocity | univocity-parsers | 2.9.0 |
com.zaxxer | HikariCP | 3.1.0 |
commons-beanutils | commons-beanutils | 1.9.4 |
commons-cli | commons-cli | 1.2 |
commons-codec | commons-codec | 1.10 |
commons-collections | commons-collections | 3.2.2 |
commons-configuration | commons-configuration | 1.6 |
commons-dbcp | commons-dbcp | 1.4 |
commons-digester | commons-digester | 1.8 |
commons-fileupload | commons-fileupload | 1.3.3 |
commons-httpclient | commons-httpclient | 3.1 |
commons-io | commons-io | 2.4 |
commons-lang | commons-lang | 2.6 |
commons-logging | commons-logging | 1.1.3 |
commons-net | commons-net | 3.1 |
commons-pool | commons-pool | 1.5.4 |
info.ganglia.gmetric4j | gmetric4j | 1.0.10 |
io.airlift | aircompressor | 0.10 |
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 | 4.1.51.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.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.servlet | javax.servlet-api | 3.1.0 |
javax.servlet.jsp | jsp-api | 2.1 |
javax.transaction | jta | 1.1 |
javax.transaction | transaction-api | 1.1 |
javax.xml.bind | jaxb-api | 2.2.2 |
javax.xml.stream | stax-api | 1.0-2 |
javolution | javolution | 5.5.1 |
jline | jline | 2.14.6 |
joda-time | joda-time | 2.10.5 |
log4j | apache-log4j-extras | 1.2.17 |
log4j | log4j | 1.2.17 |
net.razorvine | pyrolite | 4.30 |
net.sf.jpam | jpam | 1.1 |
net.sf.opencsv | opencsv | 2.3 |
net.sf.supercsv | super-csv | 2.2.0 |
net.snowflake | snowflake-ingest-sdk | 0.9.6 |
net.snowflake | snowflake-jdbc | 3.12.8 |
net.snowflake | spark-snowflake_2.12 | 2.8.1-spark_3.0 |
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 | 4.8-1 |
org.antlr | stringtemplate | 3.2.1 |
org.apache.ant | ant | 1.9.2 |
org.apache.ant | ant-jsch | 1.9.2 |
org.apache.ant | ant-launcher | 1.9.2 |
org.apache.arrow | arrow-format | 2.0.0 |
org.apache.arrow | arrow-memory-core | 2.0.0 |
org.apache.arrow | arrow-memory-netty | 2.0.0 |
org.apache.arrow | arrow-vector | 2.0.0 |
org.apache.avro | avro | 1.8.2 |
org.apache.avro | avro-ipc | 1.8.2 |
org.apache.avro | avro-mapred-hadoop2 | 1.8.2 |
org.apache.commons | commons-compress | 1.20 |
org.apache.commons | commons-crypto | 1.1.0 |
org.apache.commons | commons-lang3 | 3.10 |
org.apache.commons | commons-math3 | 3.4.1 |
org.apache.commons | commons-text | 1.6 |
org.apache.curator | curator-client | 2.7.1 |
org.apache.curator | curator-framework | 2.7.1 |
org.apache.curator | curator-recipes | 2.7.1 |
org.apache.derby | derby | 10.12.1.1 |
org.apache.directory.api | api-asn1-api | 1.0.0-M20 |
org.apache.directory.api | api-util | 1.0.0-M20 |
org.apache.directory.server | apacheds-i18n | 2.0.0-M15 |
org.apache.directory.server | apacheds-kerberos-codec | 2.0.0-M15 |
org.apache.hadoop | hadoop-annotations | 2.7.4 |
org.apache.hadoop | hadoop-auth | 2.7.4 |
org.apache.hadoop | hadoop-client | 2.7.4 |
org.apache.hadoop | hadoop-common | 2.7.4 |
org.apache.hadoop | hadoop-hdfs | 2.7.4 |
org.apache.hadoop | hadoop-mapreduce-client-app | 2.7.4 |
org.apache.hadoop | hadoop-mapreduce-client-common | 2.7.4 |
org.apache.hadoop | hadoop-mapreduce-client-core | 2.7.4 |
org.apache.hadoop | hadoop-mapreduce-client-jobclient | 2.7.4 |
org.apache.hadoop | hadoop-mapreduce-client-shuffle | 2.7.4 |
org.apache.hadoop | hadoop-yarn-api | 2.7.4 |
org.apache.hadoop | hadoop-yarn-client | 2.7.4 |
org.apache.hadoop | hadoop-yarn-common | 2.7.4 |
org.apache.hadoop | hadoop-yarn-server-common | 2.7.4 |
org.apache.hive | hive-beeline | 2.3.7 |
org.apache.hive | hive-cli | 2.3.7 |
org.apache.hive | hive-common | 2.3.7 |
org.apache.hive | hive-exec-core | 2.3.7 |
org.apache.hive | hive-jdbc | 2.3.7 |
org.apache.hive | hive-llap-client | 2.3.7 |
org.apache.hive | hive-llap-common | 2.3.7 |
org.apache.hive | hive-metastore | 2.3.7 |
org.apache.hive | hive-serde | 2.3.7 |
org.apache.hive | hive-shims | 2.3.7 |
org.apache.hive | hive-storage-api | 2.7.2 |
org.apache.hive | hive-vector-code-gen | 2.3.7 |
org.apache.hive.shims | hive-shims-0.23 | 2.3.7 |
org.apache.hive.shims | hive-shims-common | 2.3.7 |
org.apache.hive.shims | hive-shims-scheduler | 2.3.7 |
org.apache.htrace | htrace-core | 3.1.0-incubating |
org.apache.httpcomponents | httpclient | 4.5.6 |
org.apache.httpcomponents | httpcore | 4.4.12 |
org.apache.ivy | ivy | 2.4.0 |
org.apache.mesos | mesos-shaded-protobuf | 1.4.0 |
org.apache.orc | orc-core | 1.5.12 |
org.apache.orc | orc-mapreduce | 1.5.12 |
org.apache.orc | orc-shims | 1.5.12 |
org.apache.parquet | parquet-column | 1.10.1-databricks6 |
org.apache.parquet | parquet-common | 1.10.1-databricks6 |
org.apache.parquet | parquet-encoding | 1.10.1-databricks6 |
org.apache.parquet | parquet-format | 2.4.0 |
org.apache.parquet | parquet-hadoop | 1.10.1-databricks6 |
org.apache.parquet | parquet-jackson | 1.10.1-databricks6 |
org.apache.thrift | libfb303 | 0.9.3 |
org.apache.thrift | libthrift | 0.12.0 |
org.apache.velocity | velocity | 1.5 |
org.apache.xbean | xbean-asm7-shaded | 4.15 |
org.apache.yetus | audience-annotations | 0.5.0 |
org.apache.zookeeper | zookeeper | 3.4.14 |
org.codehaus.jackson | jackson-core-asl | 1.9.13 |
org.codehaus.jackson | jackson-jaxrs | 1.9.13 |
org.codehaus.jackson | jackson-mapper-asl | 1.9.13 |
org.codehaus.jackson | jackson-xc | 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 | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-continuation | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-http | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-io | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-jndi | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-plus | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-proxy | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-security | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-server | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-servlet | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-servlets | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-util | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-util-ajax | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-webapp | 9.4.36.v20210114 |
org.eclipse.jetty | jetty-xml | 9.4.36.v20210114 |
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 | 2.30 |
org.glassfish.jersey.containers | jersey-container-servlet-core | 2.30 |
org.glassfish.jersey.core | jersey-client | 2.30 |
org.glassfish.jersey.core | jersey-common | 2.30 |
org.glassfish.jersey.core | jersey-server | 2.30 |
org.glassfish.jersey.inject | jersey-hk2 | 2.30 |
org.glassfish.jersey.media | jersey-media-jaxb | 2.30 |
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.joda | joda-convert | 1.7 |
org.jodd | jodd-core | 3.5.2 |
org.json4s | json4s-ast_2.12 | 3.7.0-M5 |
org.json4s | json4s-core_2.12 | 3.7.0-M5 |
org.json4s | json4s-jackson_2.12 | 3.7.0-M5 |
org.json4s | json4s-scalap_2.12 | 3.7.0-M5 |
org.lz4 | lz4-java | 1.7.1 |
org.mariadb.jdbc | mariadb-java-client | 2.1.2 |
org.objenesis | objenesis | 2.5.1 |
org.postgresql | postgresql | 42.1.4 |
org.roaringbitmap | RoaringBitmap | 0.9.0 |
org.roaringbitmap | shims | 0.9.0 |
org.rocksdb | rocksdbjni | 6.2.2 |
org.rosuda.REngine | REngine | 2.1.0 |
org.scala-lang | scala-compiler_2.12 | 2.12.10 |
org.scala-lang | scala-library_2.12 | 2.12.10 |
org.scala-lang | scala-reflect_2.12 | 2.12.10 |
org.scala-lang.modules | scala-collection-compat_2.12 | 2.1.1 |
org.scala-lang.modules | scala-parser-combinators_2.12 | 1.1.2 |
org.scala-lang.modules | scala-xml_2.12 | 1.2.0 |
org.scala-sbt | test-interface | 1.0 |
org.scalacheck | scalacheck_2.12 | 1.14.2 |
org.scalactic | scalactic_2.12 | 3.0.8 |
org.scalanlp | breeze-macros_2.12 | 1.0 |
org.scalanlp | breeze_2.12 | 1.0 |
org.scalatest | scalatest_2.12 | 3.0.8 |
org.slf4j | jcl-over-slf4j | 1.7.30 |
org.slf4j | jul-to-slf4j | 1.7.30 |
org.slf4j | slf4j-api | 1.7.30 |
org.slf4j | slf4j-log4j12 | 1.7.30 |
org.spark-project.spark | unused | 1.0.0 |
org.springframework | spring-core | 4.1.4.RELEASE |
org.springframework | spring-test | 4.1.4.RELEASE |
org.threeten | threeten-extra | 1.5.0 |
org.tukaani | xz | 1.5 |
org.typelevel | algebra_2.12 | 2.0.0-M2 |
org.typelevel | cats-kernel_2.12 | 2.0.0-M4 |
org.typelevel | machinist_2.12 | 0.6.8 |
org.typelevel | macro-compat_2.12 | 1.1.1 |
org.typelevel | spire-macros_2.12 | 0.17.0-M1 |
org.typelevel | spire-platform_2.12 | 0.17.0-M1 |
org.typelevel | spire-util_2.12 | 0.17.0-M1 |
org.typelevel | spire_2.12 | 0.17.0-M1 |
org.wildfly.openssl | wildfly-openssl | 1.0.7.Final |
org.xerial | sqlite-jdbc | 3.8.11.2 |
org.xerial.snappy | snappy-java | 1.1.8.2 |
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 |
xmlenc | xmlenc | 0.52 |