數據庫運行時3.2(不支持)

Databricks在2017年9月初發布了這張圖片。

重要的

此版本已於2018年4月30日棄用。有關Databricks Runtime棄用策略和時間表的更多信息,請參見Databricks運行時支持生命周期

以下版本說明提供了Apache Spark支持的Databricks Runtime 3.2的相關信息。

的變化和改進

  • 使用Databricks Python和Scala筆記本自動預覽數據集模式。如果Python或Scala筆記本中的一個命令創建了一個Dataset並將其分配給一個變量,您將自動獲得一個Dataset模式的預覽,如下例所示:

數據集模式預覽
  • 10倍至100倍的性能提升SparkR:收集()這取決於數據大小。不需要更改代碼,所有現有的筆記本和作業都將從此改進中受益。

  • Databricks Runtime 3.2具有驅動程序自動恢複功能。如果驅動程序連續兩分鍾沒有響應,它將自動重新啟動,而不需要管理員幹預。

  • 從Ubuntu 16.04.2 LTS升級到Ubuntu 16.04.3 LTS。

  • 將Python庫文檔從0.13.1升級到0.14,將setuptools從36.0.1升級到36.2.7。

  • 將Jackson JSON庫從2.6.5升級到2.6.7/2.6.7.1。

  • 將微風從0.13.1升級到0.13.2。

  • Bug修複和穩定性改進。

Apache火花

Databricks Runtime 3.2包含Apache Spark 2.2.0。除了Databricks運行時3.1(不支持), Databricks運行時3.2還包括以下額外的bug修複和對Spark的改進:

已知的問題

  • executor頁麵的日誌鏈接設置不正確。現在請使用工作者頁麵訪問執行程序的stdout和stderr鏈接。

維護更新

看到Databricks運行時3.2維護更新

係統環境

  • 操作係統Ubuntu 16.04.3 LTS

  • Java: 1.8.0_131

  • Scala: 2.10.6 (Scala 2.10集群版本)/2.11.8 (Scala 2.11集群版本)

  • Python: 2.7.12(如果使用Python 3則為3.5.2)

  • R: R版本3.2.3 (2015-12-10)

預先安裝Python庫

圖書館

版本

圖書館

版本

圖書館

版本

ansi2html

1.1.1

argparse

1.2.1 "

backports-abc

0.5

寶途

2.42.0

boto3

1.4.1

botocore

1.4.70

brewer2mpl

1.4.1

certifi

2016.2.28

cffi

1.7.0

chardet

tripwire

彩色光

0.3.7

configobj

5.0.6

密碼學

1.5

周期計

0.10.0

Cython

0.24.1

裝飾

4.0.10

docutils

0.14

enum34

1.1.6

et-xmlfile

1.0.1

freetype-py

1.0.2中

funcsigs

1.0.2中

fusepy

2.0.4

期貨

3.1.1

ggplot

0.6.8

html5lib

0.999

idna

2.1

ipaddress

1.0.16

ipython

2.2.0

ipython-genutils

0.1.0

jdcal

1.2

Jinja2

2.8

jmespath

0.9.0

llvmlite

0.13.0

lxml

3.6.4

MarkupSafe

0.23

matplotlib

1.5.3

mpld3

0.2

msgpack-python

0.4.7

ndg-httpsclient

0.3.3

numba

0.28.1

numpy

1.11.1

openpyxl

2.3.2

熊貓

0.18.1

pathlib2

魅惑

容易受騙的人

0.4.1

pexpect

4.0.1

pickleshare

0.7.4

枕頭

3.3.1

皮普

9.0.1

厚度

3.9

prompt-toolkit

1.0.7

psycopg2

2.6.2

ptyprocess

0.5.1

py4j

0.10.3

pyarrow

0.4.1

pyasn1

0.1.9

pycparser

2.14

Pygments

2.1.3

PyGObject

3.20.0

pyOpenSSL

16.0.0

pyparsing

2.2.0

pypng

0.0.18

Python

2.7.12

python-dateutil

2.5.3

python-geohash

0.8.5

pytz

2016.6.1

請求

2.11.1

s3transfer

0.1.9

scikit-learn

0.18.1

scipy

0.18.1

衝刷

0.32

seaborn

是0.7.1

setuptools

36.2.7

simplejson

3.8.2

simples3

1.0

singledispatch

3.4.0.3

六個

1.10.0

statsmodels

0.6.1

龍卷風

4.5.1

traitlets

4.3.0

urllib3

1.19.1

virtualenv

15.0.1

wcwidth

0.1.7

0.30.0a0

wsgiref

0.1.2

預裝R庫

圖書館

版本

圖書館

版本

圖書館

版本

abind

1.4 - 3

為了

0.1

基地

3.2.3

黑洞

1.60.0-2

bitops

1.0 6

引導

-17 - 1.3

釀造

1.0 6

2.1 - 3

脫字符號

-71 - 6.0

時間

-47 - 2.3

-14 - 7.3

集群

2.0.5

codetools

-14 - 0.2

色彩

1.2 - 4

編譯器

3.2.3

蠟筆

1.3.1

旋度

2.2

data.table

1.9.6

數據集

3.2.3

DBI

0.5 - 1

devtools

1.12.0

二色視者

2.0 0

消化

0.6.9

doMC

1.3.4

dplyr

0.5.0

foreach

3

外國

-66 - 0.8

“綠帶運動”

2.1.1

ggplot2

魅惑

git2r

0.15.0

glmnet

2.0 - 5

圖形

3.2.3

grDevices

3.2.3

網格

3.2.3

gsubfn

0.6 6

gtable

0.1.2

3.10.0.8

httr

1.2.1 "

hwriter

1.3.2

hwriterPlus

1.0 - 3

迭代器

1.0.8

jsonlite

1.1

KernSmooth

-15 - 2.23

標簽

0.3

晶格

-34 - 0.20

lazyeval

0.2.0

的小

0.3.0

lme4

-12 - 1.1

lubridate

1.6.0

magrittr

1.5

mapproj

1.2 - 4

地圖

3.0.2

質量

-45 - 7.3

矩陣

1.2 - -7.1

MatrixModels

0.4 - 1

memoise

1.0.0

方法

3.2.3

mgcv

-11 - 1.8

mime

0.5

minqa

1.2.4

多核

0.2

孟塞爾

0.4.2

mvtnorm

1.0 - 5

nlme

-124 - 3.1

nloptr

1.0.4

nnet

-12 - 7.3

openssl

0.9.4

平行

3.2.3

pbkrtest

0.4 6

pkgKitten

0.1.3

plyr

1.8.4

讚美

1.0.0

pROC

1.8

原型

-10 - 0.3

quantreg

5.29

R.methodsS3

1.7.1上

R.oo

1.20.0

R.utils

測試盒框

R6

2.2.0

randomForest

-12 - 4.6

RColorBrewer

1.1 - 2

Rcpp

0.12.7

RcppEigen

0.3.2.9.0

RCurl

1.95 - -4.8

reshape2

1.4.2

RODBC

-12 - 1.3

roxygen2

5.0.1

rpart

-10 - 4.1

Rserve

1.7 - 3

RSQLite

1.0.0

rstudioapi

0.6

尺度

0.3.0

sp

-15 - 1.0

SparkR

2.2.0

SparseM

1.72

空間

-11 - 7.3

樣條函數

3.2.3

sqldf

-10 - 0.4

statmod

1.4.26

統計數據

3.2.3

stats4

3.2.3

stringi

1.0 - 1

stringr

1.0.0

生存

2.38 - 3

tcltk

3.2.3

TeachingDemos

2.10

testthat

1.0.2中

寵物貓

1.2

工具

3.2.3

跑龍套

3.2.3

晶須

0.3 - 2

withr

1.0.2中

預安裝的Java和Scala庫(Scala 2.10集群版本)

組ID

工件ID

版本

antlr

antlr

2.7.7

com.amazonaws

amazon-kinesis-client

1.7.3

com.amazonaws

aws-java-sdk-autoscaling

1.11.126

com.amazonaws

aws-java-sdk-cloudformation

1.11.126

com.amazonaws

aws-java-sdk-cloudfront

1.11.126

com.amazonaws

aws-java-sdk-cloudhsm

1.11.126

com.amazonaws

aws-java-sdk-cloudsearch

1.11.126

com.amazonaws

aws-java-sdk-cloudtrail

1.11.126

com.amazonaws

aws-java-sdk-cloudwatch

1.11.126

com.amazonaws

aws-java-sdk-cloudwatchmetrics

1.11.126

com.amazonaws

aws-java-sdk-codedeploy

1.11.126

com.amazonaws

aws-java-sdk-cognitoidentity

1.11.126

com.amazonaws

aws-java-sdk-cognitosync

1.11.126

com.amazonaws

aws-java-sdk-config

1.11.126

com.amazonaws

aws-java-sdk-core

1.11.126

com.amazonaws

aws-java-sdk-datapipeline

1.11.126

com.amazonaws

aws-java-sdk-directconnect

1.11.126

com.amazonaws

aws-java-sdk-directory

1.11.126

com.amazonaws

aws-java-sdk-dynamodb

1.11.126

com.amazonaws

aws-java-sdk-ec2

1.11.126

com.amazonaws

aws-java-sdk-ecs

1.11.126

com.amazonaws

aws-java-sdk-efs

1.11.126

com.amazonaws

aws-java-sdk-elasticache

1.11.126

com.amazonaws

aws-java-sdk-elasticbeanstalk

1.11.126

com.amazonaws

aws-java-sdk-elasticloadbalancing

1.11.126

com.amazonaws

aws-java-sdk-elastictranscoder

1.11.126

com.amazonaws

aws-java-sdk-emr

1.11.126

com.amazonaws

aws-java-sdk-glacier

1.11.126

com.amazonaws

aws-java-sdk-iam

1.11.126

com.amazonaws

aws-java-sdk-importexport

1.11.126

com.amazonaws

aws-java-sdk-kinesis

1.11.126

com.amazonaws

aws-java-sdk-kms

1.11.126

com.amazonaws

aws-java-sdk-lambda

1.11.126

com.amazonaws

aws-java-sdk-logs

1.11.126

com.amazonaws

aws-java-sdk-machinelearning

1.11.126

com.amazonaws

aws-java-sdk-opsworks

1.11.126

com.amazonaws

aws-java-sdk-rds

1.11.126

com.amazonaws

aws-java-sdk-redshift

1.11.126

com.amazonaws

aws-java-sdk-route53

1.11.126

com.amazonaws

aws-java-sdk-s3

1.11.126

com.amazonaws

aws-java-sdk-ses

1.11.126

com.amazonaws

aws-java-sdk-simpledb

1.11.126

com.amazonaws

aws-java-sdk-simpleworkflow

1.11.126

com.amazonaws

aws-java-sdk-sns

1.11.126

com.amazonaws

aws-java-sdk-sqs

1.11.126

com.amazonaws

aws-java-sdk-ssm

1.11.126

com.amazonaws

aws-java-sdk-storagegateway

1.11.126

com.amazonaws

aws-java-sdk-sts

1.11.126

com.amazonaws

aws-java-sdk-support

1.11.126

com.amazonaws

aws-java-sdk-swf-libraries

1.11.22

com.amazonaws

aws-java-sdk-workspaces

1.11.126

com.amazonaws

jmespath-java

1.11.126

com.carrotsearch

hppc

是0.7.1

com.chuusai

shapeless_2.10

2.3.2

com.clearspring.analytics

2.7.0

com.databricks

Rserve

1.8 - 3

com.databricks

dbml-local_2.10

0.2.1-db2-spark2.2

com.databricks

dbml-local_2.10-tests

0.2.1-db2-spark2.2

com.databricks

jets3t

0.7.1-0

com.databricks.scalapb

compilerplugin_2.10

0.4.15-9

com.databricks.scalapb

scalapb-runtime_2.10

0.4.15-9

com.esotericsoftware

kryo-shaded

3.0.3

com.esotericsoftware

minlog

1.3.0

com.fasterxml

同學

1.0.0

com.fasterxml.jackson.core

jackson-annotations

2.6.7

com.fasterxml.jackson.core

jackson-core

2.6.7

com.fasterxml.jackson.core

jackson-databind

2.6.7.1

com.fasterxml.jackson.dataformat

jackson-dataformat-cbor

2.6.7

com.fasterxml.jackson.datatype

jackson-datatype-joda

2.6.7

com.fasterxml.jackson.module

jackson-module-paranamer

2.6.7

com.fasterxml.jackson.module

jackson-module-scala_2.10

2.6.7.1

com.github.fommil

jniloader

1.1

com.github.fommil.netlib

核心

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.rwl

jtransforms

測試盒框

com.google.code.findbugs

jsr305

2.0.1

com.google.code.gson

gson

2.2.4

com.google.guava

番石榴

15.0

com.google.protobuf

protobuf-java

2.6.1

com.googlecode.javaewah

JavaEWAH

0.3.2

com.h2database

h2

1.3.174

com.jamesmurty.utils

java-xmlbuilder

1.0

com.jcraft

jsch

0.1.50

com.jolbox

bonecp

0.8.0.RELEASE

com.mchange

c3p0

0.9.5.1

com.mchange

mchange-commons-java

0.2.10

com.microsoft.azure

azure-data-lake-store-sdk

)

com.microsoft.sqlserver

mssql-jdbc

6.1.0.jre8

com.ning

compress-lzf

1.0.3

com.sun.mail

javax.mail

1.5.2

com.thoughtworks.paranamer

paranamer

2.6

com.trueaccord.lenses

lenses_2.10

0.3

com.twitter

chill-java

0.8.0

com.twitter

chill_2.10

0.8.0

com.twitter

parquet-hadoop-bundle

1.6.0

com.twitter

util-app_2.10

6.23.0

com.twitter

util-core_2.10

6.23.0

com.twitter

util-jvm_2.10

6.23.0

com.typesafe

配置

1.2.1 "

com.typesafe

scalalogging-slf4j_2.10

1.1.0

com.univocity

univocity-parsers

2.2.1

com.vlkan

flatbuffers

1.2.0-3f79e055

com.zaxxer

HikariCP

2.4.1

commons-beanutils

commons-beanutils

1.7.0

commons-beanutils

commons-beanutils-core

1.8.0

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-httpclient

commons-httpclient

3.1

commons-io

commons-io

2.4

commons lang

commons lang

2.6

通用日誌

通用日誌

1.1.3

commons net

commons net

2.2

commons-pool

commons-pool

1.5.4

info.ganglia.gmetric4j

gmetric4j

1.0.7

io.dropwizard.metrics

metrics-core

3.1.2

io.dropwizard.metrics

metrics-ganglia

3.1.2

io.dropwizard.metrics

metrics-graphite

3.1.2

io.dropwizard.metrics

metrics-healthchecks

3.1.2

io.dropwizard.metrics

metrics-jetty9

3.1.2

io.dropwizard.metrics

metrics-json

3.1.2

io.dropwizard.metrics

metrics-jvm

3.1.2

io.dropwizard.metrics

metrics-log4j

3.1.2

io.dropwizard.metrics

metrics-servlets

3.1.2

io.netty

網狀的

3.9.9.Final

io.netty

netty-all

4.0.43.Final

io.prometheus

simpleclient

0.0.16

io.prometheus

simpleclient_common

0.0.16

io.prometheus

simpleclient_dropwizard

0.0.16

io.prometheus

simpleclient_servlet

0.0.16

io.prometheus.jmx

收集器

0.7

javax.activation

激活

1.1.1

javax.annotation

javax.annotation-api

1.2

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.validation

驗證api

1.1.0.Final

javax.ws.rs

javax.ws.rs-api

2.0.1

javax.xml.bind

jaxb-api

2.2.2

javax.xml.stream

stax-api

1.0 - 2

javolution

javolution

5.5.1

jline

jline

2.11

joda-time

joda-time

2.9.3

log4j

apache-log4j-extras

1.2.17

log4j

log4j

1.2.17

mx4j

mx4j

3.0.2

mysql

mysql-connector-java

5.1.27

net.hydromatic

eigenbase-properties

1.1.5

net.iharder

base64

2.3.8

net.java.dev.jets3t

jets3t

0.9.3

net.jpountz.lz4

lz4

1.3.0

net.razorvine

地幔岩

4.13

net.sf.jpam

jpam

1.1

net.sf.opencsv

opencsv

2.3

net.sf.py4j

py4j

0.10.4

net.sf.supercsv

super-csv

2.2.0

net.sourceforge.f2j

arpack_combined_all

0.1

org.acplt

oncrpc

1.0.7

org.antlr

ST4

4.0.4

org.antlr

antlr-runtime

3.4

org.antlr

antlr4-runtime

4.5.3

org.antlr

stringtemplate

3.2.1之上

org.apache.ant

螞蟻

1.9.2

org.apache.ant

ant-jsch

1.9.2

org.apache.ant

ant-launcher

1.9.2

org.apache.arrow

arrow-format

0.4.0

org.apache.arrow

arrow-memory

0.4.0

org.apache.arrow

arrow-vector

0.4.0

org.apache.avro

avro

1.7.7

org.apache.avro

avro-ipc

1.7.7

org.apache.avro

avro-ipc-tests

1.7.7

org.apache.avro

avro-mapred-hadoop2

1.7.7

org.apache.calcite

calcite-avatica

1.2.0-incubating

org.apache.calcite

calcite-core

1.2.0-incubating

org.apache.calcite

calcite-linq4j

1.2.0-incubating

org.apache.commons

commons-compress

1.4.1

org.apache.commons

commons-crypto

1.0.0

org.apache.commons

commons-lang3

3.5

org.apache.commons

commons-math3

3.4.1

org.apache.curator

curator-client

2.6.0

org.apache.curator

curator-framework

2.6.0

org.apache.curator

curator-recipes

2.6.0

org.apache.derby

德比

10.10.2.0

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

2.7.3

org.apache.hadoop

hadoop-auth

2.7.3

org.apache.hadoop

hadoop-client

2.7.3

org.apache.hadoop

hadoop-common

2.7.3

org.apache.hadoop

hadoop-hdfs

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-app

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-common

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-core

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-jobclient

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-shuffle

2.7.3

org.apache.hadoop

hadoop-yarn-api

2.7.3

org.apache.hadoop

hadoop-yarn-client

2.7.3

org.apache.hadoop

hadoop-yarn-common

2.7.3

org.apache.hadoop

hadoop-yarn-server-common

2.7.3

org.apache.htrace

htrace-core

3.1.0-incubating

org.apache.httpcomponents

httpclient

4.5.2

org.apache.httpcomponents

httpcore

4.4.4

org.apache.ivy

艾薇

測試盒框

org.apache.parquet

parquet-column

1.8.2

org.apache.parquet

parquet-common

1.8.2

org.apache.parquet

parquet-encoding

1.8.2

org.apache.parquet

parquet-format

2.3.1

org.apache.parquet

parquet-hadoop

1.8.2

org.apache.parquet

parquet-jackson

1.8.2

org.apache.thrift

libfb303

0.9.3

org.apache.thrift

libthrift

0.9.3

org.apache.xbean

xbean-asm5-shaded

4.4

org.apache.zookeeper

動物園管理員

3.4.6

org.bouncycastle

bcprov-jdk15on

1.51

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

3.0.0

org.codehaus.janino

janino

3.0.0

org.datanucleus

datanucleus-api-jdo

3.2.6

org.datanucleus

datanucleus-core

3.2.10

org.datanucleus

datanucleus-rdbms

3.2.9

org.eclipse.jetty

jetty-client

9.3.11.v20160721

org.eclipse.jetty

jetty-continuation

9.3.11.v20160721

org.eclipse.jetty

jetty-http

9.3.11.v20160721

org.eclipse.jetty

jetty-io

9.3.11.v20160721

org.eclipse.jetty

jetty-jndi

9.3.11.v20160721

org.eclipse.jetty

jetty-plus

9.3.11.v20160721

org.eclipse.jetty

jetty-proxy

9.3.11.v20160721

org.eclipse.jetty

jetty-security

9.3.11.v20160721

org.eclipse.jetty

jetty服務器

9.3.11.v20160721

org.eclipse.jetty

jetty servlet

9.3.11.v20160721

org.eclipse.jetty

jetty-servlets

9.3.11.v20160721

org.eclipse.jetty

jetty-util

9.3.11.v20160721

org.eclipse.jetty

jetty-webapp

9.3.11.v20160721

org.eclipse.jetty

jetty-xml

9.3.11.v20160721

org.fusesource.jansi

jansi

1.4

org.fusesource.leveldbjni

leveldbjni-all

1.8

org.glassfish.hk2

hk2-api

2.4.0-b34

org.glassfish.hk2

hk2-locator

2.4.0-b34

org.glassfish.hk2

hk2-utils

2.4.0-b34

org.glassfish.hk2

osgi-resource-locator

1.0.1

org.glassfish.hk2.external

aopalliance-repackaged

2.4.0-b34

org.glassfish.hk2.external

javax.inject

2.4.0-b34

org.glassfish.jersey.bundles.repackaged

jersey-guava

2.22.2

org.glassfish.jersey.containers

jersey-container-servlet

2.22.2

org.glassfish.jersey.containers

jersey-container-servlet-core

2.22.2

org.glassfish.jersey.core

jersey客戶端

2.22.2

org.glassfish.jersey.core

jersey-common

2.22.2

org.glassfish.jersey.core

jersey-server

2.22.2

org.glassfish.jersey.media

jersey-media-jaxb

2.22.2

org.hibernate

hibernate驗證框架

5.1.1.Final

org.iq80.snappy

時髦的

0.2

org.javassist

javassist

3.18.1-GA

org.jboss.logging

jboss-logging

3.1.3.GA

org.jdbi

jdbi

2.63.1

org.joda

joda-convert

1.7

org.jodd

jodd-core

3.5.2

org.jpmml

pmml模型

1.2.15

org.jpmml

pmml-schema

1.2.15

org.json4s

json4s-ast_2.10

3.2.11

org.json4s

json4s-core_2.10

3.2.11

org.json4s

json4s-jackson_2.10

3.2.11

org.mockito

mockito-all

1.9.5

org.objenesis

objenesis

2.1

org.postgresql

postgresql

9.4 1204 - jdbc41

org.roaringbitmap

RoaringBitmap

0.5.11

org.rocksdb

rocksdbjni

5.2.1

org.rosuda.REngine

REngine

魅惑

org.scala-lang

jline

2.10.6

org.scala-lang

scala-compiler_2.10

2.10.6

org.scala-lang

scala-library_2.10

2.10.6

org.scala-lang

scala-reflect_2.10

2.10.6

org.scala-lang

scalap_2.10

2.10.6

org.scala-sbt

測試界麵

1.0

org.scalacheck

scalacheck_2.10

1.12.5

org.scalamacros

quasiquotes_2.10

2.0.0

org.scalanlp

breeze-macros_2.10

0.13.2

org.scalanlp

breeze_2.10

0.13.2

org.scalatest

scalatest_2.10

2.2.6款

org.slf4j

jcl-over-slf4j

1.7.16

org.slf4j

jul-to-slf4j

1.7.16

org.slf4j

slf4j-api

1.7.16

org.slf4j

slf4j-log4j12

1.7.16

org.spark-project.hive

hive-beeline

1.2.1.spark2

org.spark-project.hive

hive-cli

1.2.1.spark2

org.spark-project.hive

hive-exec

1.2.1.spark2

org.spark-project.hive

hive-jdbc

1.2.1.spark2

org.spark-project.hive

hive-metastore

1.2.1.spark2

org.spark-project.spark

未使用的

1.0.0

org.spire-math

spire-macros_2.10

0.13.0

org.spire-math

spire_2.10

0.13.0

org.springframework

spring核心

4.1.4.RELEASE

org.springframework

spring測試

4.1.4.RELEASE

org.tukaani

xz

1.0

org.typelevel

machinist_2.10

0.6.1

org.typelevel

macro-compat_2.10

1.1.1

org.xerial

sqlite-jdbc

3.8.11.2

org.xerial.snappy

snappy-java

1.1.2.6

org.yaml

snakeyaml

1.16

奧羅

奧羅

2.0.8

software.amazon.ion

ion-java

1.0.2中

stax

stax-api

1.0.1

xmlenc

xmlenc

0.52

預安裝的Java和Scala庫(Scala 2.11集群版本)

組ID

工件ID

版本

antlr

antlr

2.7.7

com.amazonaws

amazon-kinesis-client

1.7.3

com.amazonaws

aws-java-sdk-autoscaling

1.11.126

com.amazonaws

aws-java-sdk-cloudformation

1.11.126

com.amazonaws

aws-java-sdk-cloudfront

1.11.126

com.amazonaws

aws-java-sdk-cloudhsm

1.11.126

com.amazonaws

aws-java-sdk-cloudsearch

1.11.126

com.amazonaws

aws-java-sdk-cloudtrail

1.11.126

com.amazonaws

aws-java-sdk-cloudwatch

1.11.126

com.amazonaws

aws-java-sdk-cloudwatchmetrics

1.11.126

com.amazonaws

aws-java-sdk-codedeploy

1.11.126

com.amazonaws

aws-java-sdk-cognitoidentity

1.11.126

com.amazonaws

aws-java-sdk-cognitosync

1.11.126

com.amazonaws

aws-java-sdk-config

1.11.126

com.amazonaws

aws-java-sdk-core

1.11.126

com.amazonaws

aws-java-sdk-datapipeline

1.11.126

com.amazonaws

aws-java-sdk-directconnect

1.11.126

com.amazonaws

aws-java-sdk-directory

1.11.126

com.amazonaws

aws-java-sdk-dynamodb

1.11.126

com.amazonaws

aws-java-sdk-ec2

1.11.126

com.amazonaws

aws-java-sdk-ecs

1.11.126

com.amazonaws

aws-java-sdk-efs

1.11.126

com.amazonaws

aws-java-sdk-elasticache

1.11.126

com.amazonaws

aws-java-sdk-elasticbeanstalk

1.11.126

com.amazonaws

aws-java-sdk-elasticloadbalancing

1.11.126

com.amazonaws

aws-java-sdk-elastictranscoder

1.11.126

com.amazonaws

aws-java-sdk-emr

1.11.126

com.amazonaws

aws-java-sdk-glacier

1.11.126

com.amazonaws

aws-java-sdk-iam

1.11.126

com.amazonaws

aws-java-sdk-importexport

1.11.126

com.amazonaws

aws-java-sdk-kinesis

1.11.126

com.amazonaws

aws-java-sdk-kms

1.11.126

com.amazonaws

aws-java-sdk-lambda

1.11.126

com.amazonaws

aws-java-sdk-logs

1.11.126

com.amazonaws

aws-java-sdk-machinelearning

1.11.126

com.amazonaws

aws-java-sdk-opsworks

1.11.126

com.amazonaws

aws-java-sdk-rds

1.11.126

com.amazonaws

aws-java-sdk-redshift

1.11.126

com.amazonaws

aws-java-sdk-route53

1.11.126

com.amazonaws

aws-java-sdk-s3

1.11.126

com.amazonaws

aws-java-sdk-ses

1.11.126

com.amazonaws

aws-java-sdk-simpledb

1.11.126

com.amazonaws

aws-java-sdk-simpleworkflow

1.11.126

com.amazonaws

aws-java-sdk-sns

1.11.126

com.amazonaws

aws-java-sdk-sqs

1.11.126

com.amazonaws

aws-java-sdk-ssm

1.11.126

com.amazonaws

aws-java-sdk-storagegateway

1.11.126

com.amazonaws

aws-java-sdk-sts

1.11.126

com.amazonaws

aws-java-sdk-support

1.11.126

com.amazonaws

aws-java-sdk-swf-libraries

1.11.22

com.amazonaws

aws-java-sdk-workspaces

1.11.126

com.amazonaws

jmespath-java

1.11.126

com.carrotsearch

hppc

是0.7.1

com.chuusai

shapeless_2.11

2.3.2

com.clearspring.analytics

2.7.0

com.databricks

Rserve

1.8 - 3

com.databricks

dbml-local_2.11

0.2.1-db2-spark2.2

com.databricks

dbml-local_2.11-tests

0.2.1-db2-spark2.2

com.databricks

jets3t

0.7.1-0

com.databricks.scalapb

compilerplugin_2.11

0.4.15-9

com.databricks.scalapb

scalapb-runtime_2.11

0.4.15-9

com.esotericsoftware

kryo-shaded

3.0.3

com.esotericsoftware

minlog

1.3.0

com.fasterxml

同學

1.0.0

com.fasterxml.jackson.core

jackson-annotations

2.6.7

com.fasterxml.jackson.core

jackson-core

2.6.7

com.fasterxml.jackson.core

jackson-databind

2.6.7.1

com.fasterxml.jackson.dataformat

jackson-dataformat-cbor

2.6.7

com.fasterxml.jackson.datatype

jackson-datatype-joda

2.6.7

com.fasterxml.jackson.module

jackson-module-paranamer

2.6.7

com.fasterxml.jackson.module

jackson-module-scala_2.11

2.6.7.1

com.github.fommil

jniloader

1.1

com.github.fommil.netlib

核心

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.rwl

jtransforms

測試盒框

com.google.code.findbugs

jsr305

2.0.1

com.google.code.gson

gson

2.2.4

com.google.guava

番石榴

15.0

com.google.protobuf

protobuf-java

2.6.1

com.googlecode.javaewah

JavaEWAH

0.3.2

com.h2database

h2

1.3.174

com.jamesmurty.utils

java-xmlbuilder

1.0

com.jcraft

jsch

0.1.50

com.jolbox

bonecp

0.8.0.RELEASE

com.mchange

c3p0

0.9.5.1

com.mchange

mchange-commons-java

0.2.10

com.microsoft.azure

azure-data-lake-store-sdk

)

com.microsoft.sqlserver

mssql-jdbc

6.1.0.jre8

com.ning

compress-lzf

1.0.3

com.sun.mail

javax.mail

1.5.2

com.thoughtworks.paranamer

paranamer

2.6

com.trueaccord.lenses

lenses_2.11

0.3

com.twitter

chill-java

0.8.0

com.twitter

chill_2.11

0.8.0

com.twitter

parquet-hadoop-bundle

1.6.0

com.twitter

util-app_2.11

6.23.0

com.twitter

util-core_2.11

6.23.0

com.twitter

util-jvm_2.11

6.23.0

com.typesafe

配置

1.2.1 "

com.typesafe.scala-logging

scala-logging-api_2.11

2.1.2

com.typesafe.scala-logging

scala-logging-slf4j_2.11

2.1.2

com.univocity

univocity-parsers

2.2.1

com.vlkan

flatbuffers

1.2.0-3f79e055

com.zaxxer

HikariCP

2.4.1

commons-beanutils

commons-beanutils

1.7.0

commons-beanutils

commons-beanutils-core

1.8.0

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-httpclient

commons-httpclient

3.1

commons-io

commons-io

2.4

commons lang

commons lang

2.6

通用日誌

通用日誌

1.1.3

commons net

commons net

2.2

commons-pool

commons-pool

1.5.4

info.ganglia.gmetric4j

gmetric4j

1.0.7

io.dropwizard.metrics

metrics-core

3.1.2

io.dropwizard.metrics

metrics-ganglia

3.1.2

io.dropwizard.metrics

metrics-graphite

3.1.2

io.dropwizard.metrics

metrics-healthchecks

3.1.2

io.dropwizard.metrics

metrics-jetty9

3.1.2

io.dropwizard.metrics

metrics-json

3.1.2

io.dropwizard.metrics

metrics-jvm

3.1.2

io.dropwizard.metrics

metrics-log4j

3.1.2

io.dropwizard.metrics

metrics-servlets

3.1.2

io.netty

網狀的

3.9.9.Final

io.netty

netty-all

4.0.43.Final

io.prometheus

simpleclient

0.0.16

io.prometheus

simpleclient_common

0.0.16

io.prometheus

simpleclient_dropwizard

0.0.16

io.prometheus

simpleclient_servlet

0.0.16

io.prometheus.jmx

收集器

0.7

javax.activation

激活

1.1.1

javax.annotation

javax.annotation-api

1.2

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.validation

驗證api

1.1.0.Final

javax.ws.rs

javax.ws.rs-api

2.0.1

javax.xml.bind

jaxb-api

2.2.2

javax.xml.stream

stax-api

1.0 - 2

javolution

javolution

5.5.1

jline

jline

2.11

joda-time

joda-time

2.9.3

log4j

apache-log4j-extras

1.2.17

log4j

log4j

1.2.17

mx4j

mx4j

3.0.2

mysql

mysql-connector-java

5.1.27

net.hydromatic

eigenbase-properties

1.1.5

net.iharder

base64

2.3.8

net.java.dev.jets3t

jets3t

0.9.3

net.jpountz.lz4

lz4

1.3.0

net.razorvine

地幔岩

4.13

net.sf.jpam

jpam

1.1

net.sf.opencsv

opencsv

2.3

net.sf.py4j

py4j

0.10.4

net.sf.supercsv

super-csv

2.2.0

net.sourceforge.f2j

arpack_combined_all

0.1

org.acplt

oncrpc

1.0.7

org.antlr

ST4

4.0.4

org.antlr

antlr-runtime

3.4

org.antlr

antlr4-runtime

4.5.3

org.antlr

stringtemplate

3.2.1之上

org.apache.ant

螞蟻

1.9.2

org.apache.ant

ant-jsch

1.9.2

org.apache.ant

ant-launcher

1.9.2

org.apache.arrow

arrow-format

0.4.0

org.apache.arrow

arrow-memory

0.4.0

org.apache.arrow

arrow-vector

0.4.0

org.apache.avro

avro

1.7.7

org.apache.avro

avro-ipc

1.7.7

org.apache.avro

avro-ipc-tests

1.7.7

org.apache.avro

avro-mapred-hadoop2

1.7.7

org.apache.calcite

calcite-avatica

1.2.0-incubating

org.apache.calcite

calcite-core

1.2.0-incubating

org.apache.calcite

calcite-linq4j

1.2.0-incubating

org.apache.commons

commons-compress

1.4.1

org.apache.commons

commons-crypto

1.0.0

org.apache.commons

commons-lang3

3.5

org.apache.commons

commons-math3

3.4.1

org.apache.curator

curator-client

2.6.0

org.apache.curator

curator-framework

2.6.0

org.apache.curator

curator-recipes

2.6.0

org.apache.derby

德比

10.10.2.0

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

2.7.3

org.apache.hadoop

hadoop-auth

2.7.3

org.apache.hadoop

hadoop-client

2.7.3

org.apache.hadoop

hadoop-common

2.7.3

org.apache.hadoop

hadoop-hdfs

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-app

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-common

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-core

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-jobclient

2.7.3

org.apache.hadoop

hadoop-mapreduce-client-shuffle

2.7.3

org.apache.hadoop

hadoop-yarn-api

2.7.3

org.apache.hadoop

hadoop-yarn-client

2.7.3

org.apache.hadoop

hadoop-yarn-common

2.7.3

org.apache.hadoop

hadoop-yarn-server-common

2.7.3

org.apache.htrace

htrace-core

3.1.0-incubating

org.apache.httpcomponents

httpclient

4.5.2

org.apache.httpcomponents

httpcore

4.4.4

org.apache.ivy

艾薇

測試盒框

org.apache.parquet

parquet-column

1.8.2

org.apache.parquet

parquet-common

1.8.2

org.apache.parquet

parquet-encoding

1.8.2

org.apache.parquet

parquet-format

2.3.1

org.apache.parquet

parquet-hadoop

1.8.2

org.apache.parquet

parquet-jackson

1.8.2

org.apache.thrift

libfb303

0.9.3

org.apache.thrift

libthrift

0.9.3

org.apache.xbean

xbean-asm5-shaded

4.4

org.apache.zookeeper

動物園管理員

3.4.6

org.bouncycastle

bcprov-jdk15on

1.51

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

3.0.0

org.codehaus.janino

janino

3.0.0

org.datanucleus

datanucleus-api-jdo

3.2.6

org.datanucleus

datanucleus-core

3.2.10

org.datanucleus

datanucleus-rdbms

3.2.9

org.eclipse.jetty

jetty-client

9.3.11.v20160721

org.eclipse.jetty

jetty-continuation

9.3.11.v20160721

org.eclipse.jetty

jetty-http

9.3.11.v20160721

org.eclipse.jetty

jetty-io

9.3.11.v20160721

org.eclipse.jetty

jetty-jndi

9.3.11.v20160721

org.eclipse.jetty

jetty-plus

9.3.11.v20160721

org.eclipse.jetty

jetty-proxy

9.3.11.v20160721

org.eclipse.jetty

jetty-security

9.3.11.v20160721

org.eclipse.jetty

jetty服務器

9.3.11.v20160721

org.eclipse.jetty

jetty servlet

9.3.11.v20160721

org.eclipse.jetty

jetty-servlets

9.3.11.v20160721

org.eclipse.jetty

jetty-util

9.3.11.v20160721

org.eclipse.jetty

jetty-webapp

9.3.11.v20160721

org.eclipse.jetty

jetty-xml

9.3.11.v20160721

org.fusesource.leveldbjni

leveldbjni-all

1.8

org.glassfish.hk2

hk2-api

2.4.0-b34

org.glassfish.hk2

hk2-locator

2.4.0-b34

org.glassfish.hk2

hk2-utils

2.4.0-b34

org.glassfish.hk2

osgi-resource-locator

1.0.1

org.glassfish.hk2.external

aopalliance-repackaged

2.4.0-b34

org.glassfish.hk2.external

javax.inject

2.4.0-b34

org.glassfish.jersey.bundles.repackaged

jersey-guava

2.22.2

org.glassfish.jersey.containers

jersey-container-servlet

2.22.2

org.glassfish.jersey.containers

jersey-container-servlet-core

2.22.2

org.glassfish.jersey.core

jersey客戶端

2.22.2

org.glassfish.jersey.core

jersey-common

2.22.2

org.glassfish.jersey.core

jersey-server

2.22.2

org.glassfish.jersey.media

jersey-media-jaxb

2.22.2

org.hibernate

hibernate驗證框架

5.1.1.Final

org.iq80.snappy

時髦的

0.2

org.javassist

javassist

3.18.1-GA

org.jboss.logging

jboss-logging

3.1.3.GA

org.jdbi

jdbi

2.63.1

org.joda

joda-convert

1.7

org.jodd

jodd-core

3.5.2

org.jpmml

pmml模型

1.2.15

org.jpmml

pmml-schema

1.2.15

org.json4s

json4s-ast_2.11

3.2.11

org.json4s

json4s-core_2.11

3.2.11

org.json4s

json4s-jackson_2.11

3.2.11

org.mockito

mockito-all

1.9.5

org.objenesis

objenesis

2.1

org.postgresql

postgresql

9.4 1204 - jdbc41

org.roaringbitmap

RoaringBitmap

0.5.11

org.rocksdb

rocksdbjni

5.2.1

org.rosuda.REngine

REngine

魅惑

org.scala-lang

scala-compiler_2.11

2.11.8

org.scala-lang

scala-library_2.11

2.11.8

org.scala-lang

scala-reflect_2.11

2.11.8

org.scala-lang

scalap_2.11

2.11.8

org.scala-lang.modules

scala-parser-combinators_2.11

1.0.2中

org.scala-lang.modules

scala-xml_2.11

1.0.2中

org.scala-sbt

測試界麵

1.0

org.scalacheck

scalacheck_2.11

1.12.5

org.scalanlp

breeze-macros_2.11

0.13.2

org.scalanlp

breeze_2.11

0.13.2

org.scalatest

scalatest_2.11

2.2.6款

org.slf4j

jcl-over-slf4j

1.7.16

org.slf4j

jul-to-slf4j

1.7.16

org.slf4j

slf4j-api

1.7.16

org.slf4j

slf4j-log4j12

1.7.16

org.spark-project.hive

hive-beeline

1.2.1.spark2

org.spark-project.hive

hive-cli

1.2.1.spark2

org.spark-project.hive

hive-exec

1.2.1.spark2

org.spark-project.hive

hive-jdbc

1.2.1.spark2

org.spark-project.hive

hive-metastore

1.2.1.spark2

org.spark-project.spark

未使用的

1.0.0

org.spire-math

spire-macros_2.11

0.13.0

org.spire-math

spire_2.11

0.13.0

org.springframework

spring核心

4.1.4.RELEASE

org.springframework

spring測試

4.1.4.RELEASE

org.tukaani

xz

1.0

org.typelevel

machinist_2.11

0.6.1

org.typelevel

macro-compat_2.11

1.1.1

org.xerial

sqlite-jdbc

3.8.11.2

org.xerial.snappy

snappy-java

1.1.2.6

org.yaml

snakeyaml

1.16

奧羅

奧羅

2.0.8

software.amazon.ion

ion-java

1.0.2中

stax

stax-api

1.0.1

xmlenc

xmlenc

0.52