Databricks Runtime 3.3(不支持)

數據庫在2017年10月初發布了這張圖片

重要的

本版本已於2018年7月30日棄用。有關Databricks Runtime棄用策略和計劃的詳細信息,請參見Databricks運行時支持生命周期

以下發布說明提供了基於Apache Spark的Databricks Runtime 3.3版本的相關信息。

變化和改進

  • DBIO Parquet緩存:目前,從雲存儲係統或遠程源讀取文件的速度受到網絡連接延遲和帶寬的限製。DBIO緩存可以消除這種限製,並通過使用快速中間數據格式在節點的本地存儲中自動創建遠程數據副本來顯著提高掃描性能。隨後的讀取操作隻滿足於本地數據,而不需要進行遠程網絡連接。想了解更多,請看在Databricks上使用緩存優化性能

  • ML模型導出API的Python(私人預覽):

    • 模型導出(以前稱為模型評分)允許用戶導出MLlib模型和管道,以便在自定義部署環境中的Apache Spark外部執行。如果您有興趣參與此功能的Alpha發行版,請聯係您的客戶代表。

    • 這個版本增加了一個用於導出模型和管道的Python API (dbmlModelExport。ModelExport).

  • TensorBoard集成現在支持TensorFlow 1.1到1.3版本。看到TensorBoard的數據指南部分參閱在Databricks中使用它的詳細信息。

  • 性能提升100倍以上SparkR: createDataFrame ().不需要更改代碼,所有使用此API的現有筆記本電腦和作業都將受益於此改進。

  • 修正當表所有者為空時擴展/格式化描述。

  • 修複了插入Hive SerDe表時分區列表導致的性能問題

  • 將Python庫tornado從4.5.1升級到4.5.2。

Apache火花

Databricks運行時3.3包含Apache Spark 2.2.0。除了Databricks運行時3.2(不支持), Databricks運行時3.3還包括以下額外的錯誤修複和對Spark的改進:

已知的問題

  • 執行程序頁麵上的日誌鏈接設置不正確。現在請使用工作頁訪問執行程序的標準輸出和標準錯誤鏈接。

維護更新

看到Databricks Runtime 3.3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python3則為3.5.2)

  • R: R版本3.2.3 (2015-12-10)

  • 對於GPU集群,安裝了以下NVIDIA GPU庫:

    • CUDA 8.0

    • CUDNN 6.0

預安裝的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

4.5.2

traitlets

4.3.0

urllib3

1.19.1

virtualenv

15.0.1

wcwidth

0.1.7

0.30.0a0

wsgiref

0.1.2

預安裝的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

0.2.2-db1-spark2.2

com.databricks

dbml-local_2.10-tests

0.2.2-db1-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.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

0.2.2-db1-spark2.2

com.databricks

dbml-local_2.11-tests

0.2.2-db1-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.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