解惑rJava R与Java的快速通道

阅读导读:
1.什么是RJava?
2.怎样安装RJava?
3.怎样用RJava实现R调用Java?





1. rJava介绍
rJava是一个R语言和Java语言的通信接口。通过底层JNI实现调用,同意在R中直接调用Java的对象和方法。

rJava还提供了Java调用R的功能,是通过JRI(Java/R Interface)实现的。

JRI如今已经被嵌入到rJava的包中,我们也能够单独试用这个功能。如今rJava包。已经成为非常多基于Java开发R包的基础功能组件。



正式因为rJava是底层接口,并使用JNI作为接口调用,所以效率很高。在JRI的方案中,JVM直接通过内存直接载入RVM。调用过程性能差点儿无损耗。因此是很高效连接通道,是R和Java通信的首选开发包。



2. rJava安装

系统环境:

  • Linux Ubuntu 12.04.2 LTS 64bit server
  • R version 3.0.1 64bit
  • Java (Oracle SUN) 1.6.0_29 64bit Server VM
~ uname -a
Linux conan 3.5.0-23-generic #35~precise1-Ubuntu SMP Fri Jan 25 17:13:26 UTC 2013 x86_64 x86_64 x86_64 GNU/Linux

~ cat /etc/issue
Ubuntu 12.04.2 LTS l

~ R --version
R version 3.0.1 (2013-05-16) -- "Good Sport"
Copyright (C) 2013 The R Foundation for Statistical Computing
Platform: x86_64-pc-linux-gnu (64-bit)

R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under the terms of the
GNU General Public License versions 2 or 3.
For more information about these matters see

http://www.gnu.org/licenses/.

~ java -version
java version "1.6.0_29"
Java(TM) SE Runtime Environment (build 1.6.0_29-b11)
Java HotSpot(TM) 64-Bit Server VM (build 20.4-b02, mixed mode)
rJava安装
#配置rJava环境
~ sudo R CMD javareconf

#启动R
~ sudo R
> install.packages("rJava")
installing via 'install.libs.R' to /usr/local/lib/R/site-library/rJava
** R
** inst
** preparing package for lazy loading
** help
*** installing help indices
** building package indices
** testing if installed package can be loaded
* DONE (rJava)

The downloaded source packages are in
        ‘/tmp/RtmpiZyCE7/downloaded_packages’
3. rJava实现R调用Java
在R环境中。使用rJava包编程
#载入rJava包
> library(rJava)
> search()
[1] ".GlobalEnv"        "package:rJava"     "package:stats"
[4] "package:graphics"  "package:grDevices" "package:utils"
[7] "package:datasets"  "package:methods"   "Autoloads"
[10] "package:base"

#启动JVM
> .jinit()

#声明并赋值到字符串
> s <- .jnew("java/lang/String", "Hello World!")
> s
[1] "Java-Object{Hello World!}"

#查看字符串长度
> .jcall(s,"I","length")
[1] 12

#索引World的位置
> .jcall(s,"I","indexOf","World")
[1] 6

#查看concat的方法声明
> .jmethods(s,"concat")
[1] "public java.lang.String java.lang.String.concat(java.lang.String)"

#使用concat方法连接字符串
> .jcall(s,"Ljava/lang/String;","concat",s)
[1] "Hello World!Hello World!"

#打印字符串对象
> print(s)
[1] "Java-Object{Hello World!}"

#打印字符串值
> .jstrVal(s)
[1] "Hello World!"
rJava优化过的方法调用。用$来调用方法
#同.jcall(s,"I","length")
> s$length()
[1] 12

#同.jcall(s,"I","indexOf","World")
> s$indexOf("World")
[1] 6
4. rJava(JRI)实现Java调用R (win7)
在win7中安装rJava
系统环境:
  • win7 64bit 旗舰版
  • R 3.0.1
  • Java 1.6.0_45
环境变量设置
PATH: C:Program FilesRR-3.0.1inx64;D: oolkitjavajdk6in;;D: oolkitjavajdk6jreinserver
JAVA_HOME: D: oolkitjavajdk6
CLASSPATH: C:Program FilesRR-3.0.1library Javajri
在R中安装rJava
> install.packages("rJava")

#载入rJava
> library(rJava)
> .jinit()

#R调用Java变量測试
> s <- .jnew("java/lang/String", "Hello World!")
> s
[1] "Java-Object{Hello World!}"
启动Eclipse编写程

package org.conan.r.rjava;

import org.rosuda.JRI.Rengine;

public class DemoRJava {

    public static void main(String[] args) {
        DemoRJava demo = new DemoRJava();
        demo.callRJava();
    }

    public void callRJava() {
        Rengine re = new Rengine(new String[] { "--vanilla" }, false, null);
        if (!re.waitForR()) {
            System.out.println("Cannot load R");
            return;
        }
        
        //打印变量
        String version = re.eval("R.version.string").asString();
        System.out.println(version);

        //循环打印数组
        double[] arr = re.eval("rnorm(10)").asDoubleArray();
        for (double a : arr) {
            System.out.print(a + ",");
        }
        re.end();
    }
}
在Eclipse启动设置VM參数:
-Djava.library.path="C:Program FilesRR-3.0.1library Javajrix64"

执行结果:
R version 3.0.1 (2013-05-16)
0.04051018703700011,-0.3321596519938258,0.45642459001166913,-1.1907153494936031,1.5872266854172385,1.3639721994863943,-0.6309712627586983,-1.5226698569087498,-1.0416402147174952,0.4864034017637044,
打包DemoRJava.jar
在Eclipse中完毕打包,上传到linux环境,继续測试。


5. rJava(JRI)实现Java调用R (Ubuntu)
新建文件夹DemoRJava,上传DemoRJava.jar到DemoRJava

~ mkdir /home/conan/R/DemoRJava
~ cd /home/conan/R/DemoRJava
~ ls -l
-rw-r--r-- 1 conan conan 1328 Aug  8  2013 DemoRJava.jar
执行Jar包
~ export R_HOME=/usr/lib/R
~ java -Djava.library.path=/usr/local/lib/R/site-library/rJava/jri -cp /usr/local/lib/R/site-library/rJava/jri/JRI.jar:/home/conan/R/DemoRJava/DemoRJava.jar org.conan.r.rjava.DemoRJava
执行结果
R version 3.0.1 (2013-05-16)
0.6374494596732511,1.3413824702002808,0.04573045670001342,-0.6885617932810327,0.14970067632722675,-0.3989493870007832,-0.6148250252955993,0.40132038323714453,-0.5385260423222166,0.3459850956295771,
我们完毕了。R和Java的互调。

包含了R通过rJava调用Java,Java通过JRI调用R。

并演示了win和linux中的用法。








原文地址:https://www.cnblogs.com/wzjhoutai/p/6943253.html