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<h1 class="mume-header" id="ksb-%EC%9D%B8%EA%B3%B5%EC%A7%80%EB%8A%A5-%ED%94%84%EB%A0%88%EC%9E%84%EC%9B%8C%ED%81%AC-%EC%84%A4%EC%B9%98">KSB 인공지능 프레임워크 설치</h1>
<hr>
<p>제공된 KSB 툴박스 docker image를 사용하지 않고, 직접 Host PC에 KSB 인공지능 프레임워크를 설치하기 위해서 아래의 오픈소스 프레임워크들을 설치합니다. 사용자 csle 계정을 생성한 후 아래 프로그램들을 설치합니다.</p>
<h2 class="mume-header" id="host-pc-csle-%EC%82%AC%EC%9A%A9%EC%9E%90-%EA%B3%84%EC%A0%95%EA%B6%8C%ED%95%9C-administrator-%EC%83%9D%EC%84%B1%ED%95%98%EA%B8%B0">[Host PC] csle 사용자 계정(권한 : administrator) 생성하기</h2>
<p>Host PC에 기존 Ubuntu 사용자와 설치환경을 분리하기 위해 아래의 명령으로 csle 계정을 추가 생성합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">sudo</span> adduser csle
Adding user <span class="token string">'csle'</span> <span class="token punctuation">..</span>.
Adding new group <span class="token string">'csle'</span> <span class="token punctuation">(</span>1001<span class="token punctuation">)</span> <span class="token punctuation">..</span>.
Adding new user <span class="token string">'csle'</span> <span class="token punctuation">(</span>1001<span class="token punctuation">)</span> with group <span class="token string">'csle'</span> <span class="token punctuation">..</span>.
Creating home directory <span class="token string">'/home/csle'</span> <span class="token punctuation">..</span>.
Copying files from <span class="token string">'/etc/skel'</span> <span class="token punctuation">..</span>.
새 UNIX 암호 입력:
새 UNIX 암호 재입력:
passwd: password updated successfully
Changing the user information <span class="token keyword">for</span> csle
Enter the new value, or press ENTER <span class="token keyword">for</span> the default
Full Name <span class="token punctuation">[</span><span class="token punctuation">]</span>:
Room Number <span class="token punctuation">[</span><span class="token punctuation">]</span>:
Work Phone <span class="token punctuation">[</span><span class="token punctuation">]</span>:
Home Phone <span class="token punctuation">[</span><span class="token punctuation">]</span>:
Other <span class="token punctuation">[</span><span class="token punctuation">]</span>:
Is the information correct? <span class="token punctuation">[</span>Y/n<span class="token punctuation">]</span> Y
</pre><p>/etc/sudoers를 열어 csle 계정에 administrator 권한을 추가합니다.<br>
"경고: 읽기 전용 파일을 고치고 있습니다" 경고는 무시하고 저장하고 나옵니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">sudo</span> <span class="token function">vi</span> /etc/sudoers
<span class="token comment"># User privilege specification</span>
root ALL<span class="token operator">=</span><span class="token punctuation">(</span>ALL:ALL<span class="token punctuation">)</span> ALL
<span class="token comment"># 맨 아래줄에 내용을 추가합니다.</span>
<span class="token comment">#includedir /etc/sudoers.d</span>
csle ALL<span class="token operator">=</span><span class="token punctuation">(</span>ALL<span class="token punctuation">)</span> NOPASSWD: ALL
</pre><h2 class="mume-header" id="host-pc-hostname%EC%9D%84-csle1%EC%9C%BC%EB%A1%9C-%EB%B3%80%EA%B2%BD%ED%95%98%EA%B8%B0">[Host PC] hostname을 csle1으로 변경하기</h2>
<p>docker 컨테이너가 호스트 pc의 네트워크를 동일하게 사용하는 host 모드로 동작하기 위해 docker 컨테이너와 호스트 pc의 호스트네임을 동일하게 합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">sudo</span> <span class="token function">vi</span> /etc/hostname
csle1
</pre><p>PC를 재부팅하여 csle 계정으로 로그인합니다.</p>
<h2 class="mume-header" id="host-pc-etchosts-%EC%88%98%EC%A0%95%ED%95%98%EA%B8%B0">[Host PC] /etc/hosts 수정하기</h2>
<p>KSB 웹툴킷에 쉽게 접근하기 위해 아래와 같이 /etc/hosts 내용을 수정합니다. (host pc의 IP는 10.0.2.15로 가정합니다. 자신의 PC IP에 맞게 설정합니다.)</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash">127.0.0.1 localhost
<span class="token comment"># 아래 주석처리. Hdfs 연동시 문제가 생김.</span>
<span class="token comment">#127.0.1.1 csle1</span>
<span class="token comment"># The following lines are desirable for IPv6 capable hosts</span>
::1 ip6-localhost ip6-loopback
fe00::0 ip6-localnet
ff00::0 ip6-mcastprefix
ff02::1 ip6-allnodes
ff02::2 ip6-allrouters
<span class="token comment"># 아래의 내용 추가</span>
10.0.2.15 csle1 master
</pre><h2 class="mume-header" id="host-pc-java-8-oracle-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] java-8-oracle 설치하기</h2>
<p>Host PC에 Ubuntu 16.04를 처음 설치한 경우 java 8을 설치합니다. 아래의 내용을 터미널에 복사하여 설정가능합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">sudo</span> <span class="token function">apt-get</span> update <span class="token operator">&&</span> \
<span class="token function">sudo</span> <span class="token function">apt-get</span> <span class="token function">install</span> -y python-software-properties <span class="token operator">&&</span> \
<span class="token function">sudo</span> add-apt-repository -y ppa:webupd8team/java <span class="token operator">&&</span> \
<span class="token function">sudo</span> <span class="token function">apt-get</span> update <span class="token operator">&&</span> \
<span class="token keyword">echo</span> <span class="token string">"oracle-java8-installer \
shared/accepted-oracle-license-v1-1 select true"</span> \
<span class="token operator">|</span> <span class="token function">sudo</span> debconf-set-selections <span class="token operator">&&</span> \
<span class="token function">sudo</span> <span class="token function">apt-get</span> <span class="token function">install</span> -y oracle-java8-installer
</pre><p>터미널을 다시 시작한 후, 아래의 명령으로 java 설치 여부를 확인합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash">csle@csle1:~$ java -version
java version <span class="token string">"1.8.0_181"</span>
Java<span class="token punctuation">(</span>TM<span class="token punctuation">)</span> SE Runtime Environment <span class="token punctuation">(</span>build 1.8.0_181-b13<span class="token punctuation">)</span>
Java HotSpot<span class="token punctuation">(</span>TM<span class="token punctuation">)</span> 64-Bit Server VM <span class="token punctuation">(</span>build 25.181-b13, mixed mode<span class="token punctuation">)</span>
</pre><p>가끔 오라클에서 jdk 버전을 업데이트 하면 아래와 같은 에러가 발생하며 jdk가 설치되지 않는 경우가 있습니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash">접속 download.oracle.com <span class="token punctuation">(</span>download.oracle.com<span class="token punctuation">)</span><span class="token operator">|</span>23.35.220.157<span class="token operator">|</span>:80<span class="token punctuation">..</span>. 접속됨.
HTTP request sent, awaiting response<span class="token punctuation">..</span>. 404 Not Found
2018-10-17 11:08:56 ERROR 404: Not Found.
download failed
Oracle JDK 8 is NOT installed.
dpkg: error processing package oracle-java8-installer <span class="token punctuation">(</span>--configure<span class="token punctuation">)</span>:
설치한 post-installation 스크립트 하위 프로세스가 오류 1번을 리턴했습니다
처리하는데 오류가 발생했습니다:
oracle-java8-installer
E: Sub-process /usr/bin/dpkg returned an error code <span class="token punctuation">(</span>1<span class="token punctuation">)</span>
</pre><p>해결방법은 오라클 사이트에 방문하여 최신 버전(2018.10.21. 기준 : 8u191)을 jdk-8u191-linux-x64.tar.gz 파일을 다운받습니다.<br>
<a href="https://www.oracle.com/technetwork/java/javase/downloads/jdk8-downloads-2133151.html">https://www.oracle.com/technetwork/java/javase/downloads/jdk8-downloads-2133151.html</a></p>
<p>그리고, 아래의 스크립트에서 다운받은 파일의 위치와 버전 부분만을 수정한 후, 터미널에 복사하면 직접 설치가능합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">sudo</span> <span class="token function">mkdir</span> /usr/lib/jvm
<span class="token function">cd</span> /usr/lib/jvm
<span class="token function">sudo</span> <span class="token function">tar</span> -xvzf /home/csle/jdk-8u191-linux-x64.tar.gz <span class="token comment"># 수정 필요</span>
<span class="token function">sudo</span> <span class="token function">mv</span> jdk1.8.0_191/ java-8-oracle/ <span class="token comment"># 수정 필요</span>
<span class="token function">sudo</span> truncate -s0 /etc/environment
<span class="token keyword">echo</span> <span class="token string">"PATH=/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:\
/sbin:/bin:/usr/games:/usr/local/games:/usr/lib/jvm/java-8-oracle/bin:\
/usr/lib/jvm/java-8-oracle/db/bin:/usr/lib/jvm/java-8-oracle/jre/bin"</span> <span class="token operator">|</span>\
<span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/environment <span class="token operator">></span>/dev/null <span class="token operator">&&</span> \
<span class="token keyword">echo</span> <span class="token string">"J2SDKDIR=/usr/lib/jvm/java-8-oracle"</span> <span class="token operator">|</span> \
<span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/environment <span class="token operator">></span>/dev/null <span class="token operator">&&</span> \
<span class="token keyword">echo</span> <span class="token string">"J2REDIR=/usr/lib/jvm/java-8-oracle/jre*"</span> <span class="token operator">|</span> \
<span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/environment <span class="token operator">></span>/dev/null <span class="token operator">&&</span> \
<span class="token keyword">echo</span> <span class="token string">"JAVA_HOME=/usr/lib/jvm/java-8-oracle"</span> <span class="token operator">|</span> \
<span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/environment <span class="token operator">></span>/dev/null <span class="token operator">&&</span> \
<span class="token keyword">echo</span> <span class="token string">"DERBY_HOME=/usr/lib/jvm/java-8-oracle/db"</span> <span class="token operator">|</span> \
<span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/environment <span class="token operator">></span>/dev/null
<span class="token function">sudo</span> update-alternatives --install \
<span class="token string">"/usr/bin/java"</span> <span class="token string">"java"</span> <span class="token string">"/usr/lib/jvm/java-8-oracle/bin/java"</span> 0
<span class="token function">sudo</span> update-alternatives --install \
<span class="token string">"/usr/bin/javac"</span> <span class="token string">"javac"</span> <span class="token string">"/usr/lib/jvm/java-8-oracle/bin/javac"</span> 0
<span class="token function">sudo</span> update-alternatives --set java /usr/lib/jvm/java-8-oracle/bin/java
<span class="token function">sudo</span> update-alternatives --set javac /usr/lib/jvm/java-8-oracle/bin/javac
update-alternatives --list java
update-alternatives --list javac
</pre><h2 class="mume-header" id="host-pc-ksb-%EA%B4%80%EB%A0%A8-%ED%94%84%EB%A1%9C%EA%B7%B8%EB%9E%A8-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] KSB 관련 프로그램 설치하기</h2>
<p>Host PC에 아래의 명령으로 KSB 관련 프로그램을 설치합니다. 아래의 내용을 터미널에 복사하여 설정가능합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">sudo</span> <span class="token function">apt-get</span> update <span class="token operator">&&</span> \
<span class="token function">sudo</span> <span class="token function">apt-get</span> <span class="token function">install</span> -y --no-install-recommends apt-utils <span class="token function">curl</span> <span class="token function">bc</span> jq <span class="token operator">&&</span> \
<span class="token function">sudo</span> <span class="token function">apt-get</span> <span class="token function">install</span> -y <span class="token function">ssh</span> locales <span class="token function">wget</span> <span class="token function">git</span> vim <span class="token function">rsync</span> locales \
filezilla python3-pip <span class="token operator">&&</span> \
<span class="token function">sudo</span> <span class="token function">apt-get</span> <span class="token function">install</span> -y net-tools <span class="token operator">&&</span> \
pip3 <span class="token function">install</span> kafka-python
</pre><h2 class="mume-header" id="host-pc-ssh-port-%EB%B3%80%EA%B2%BD-%EB%B0%8F-root-%EB%A1%9C%EA%B7%B8%EC%9D%B8-%EA%B0%80%EB%8A%A5%ED%95%98%EB%8F%84%EB%A1%9D-sshd-config-%EC%88%98%EC%A0%95%ED%95%98%EA%B8%B0">[Host PC] SSH port 변경 및 root 로그인 가능하도록 SSHD config 수정하기</h2>
<p>아래의 명령을 수행하여 포트 정보를 2243로 수정하고, root 로그인을 허용합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">sudo</span> <span class="token function">sed</span> -ri <span class="token string">'s/^Port 22/Port 2243/g'</span> /etc/ssh/sshd_config
<span class="token function">sudo</span> <span class="token function">sed</span> -ri \
<span class="token string">'s/^PermitRootLogin prohibit-password/PermitRootLogin yes/g'</span> \
/etc/ssh/sshd_config
</pre><h2 class="mume-header" id="host-pc-ssh-config-%EC%88%98%EC%A0%95%ED%95%98%EA%B8%B0-known_hosts%EC%97%90-%ED%98%B8%EC%8A%A4%ED%8A%B8-%EC%A0%80%EC%9E%A5-%EC%A7%88%EB%AC%B8%EC%9D%84-%ED%95%98%EC%A7%80-%EC%95%8A%EB%8F%84%EB%A1%9D-%EC%84%A4%EC%A0%95">[Host PC] SSH config 수정하기 (known_hosts에 호스트 저장 질문을 하지 않도록 설정)</h2>
<p>아래의 명령을 수행하여 ssh_config의 기존 내용을 모두 삭제하고 설정을 추가합니다. 아래의 내용을 터미널에 복사하여 설정가능합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">sudo</span> truncate -s0 /etc/ssh/ssh_config
<span class="token keyword">echo</span> <span class="token string">"Host localhost"</span> \
<span class="token operator">|</span> <span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/ssh/ssh_config <span class="token operator">></span>/dev/null
<span class="token keyword">echo</span> <span class="token string">"StrictHostKeyChecking no"</span> \
<span class="token operator">|</span> <span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/ssh/ssh_config <span class="token operator">></span>/dev/null
<span class="token keyword">echo</span> <span class="token string">"Host 0.0.0.0"</span> \
<span class="token operator">|</span> <span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/ssh/ssh_config <span class="token operator">></span>/dev/null
<span class="token keyword">echo</span> <span class="token string">"StrictHostKeyChecking no"</span> \
<span class="token operator">|</span> <span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/ssh/ssh_config <span class="token operator">></span>/dev/null
<span class="token keyword">echo</span> <span class="token string">"Host 127.0.0.1"</span> \
<span class="token operator">|</span> <span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/ssh/ssh_config <span class="token operator">></span>/dev/null
<span class="token keyword">echo</span> <span class="token string">"StrictHostKeyChecking no"</span> \
<span class="token operator">|</span> <span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/ssh/ssh_config <span class="token operator">></span>/dev/null
<span class="token keyword">echo</span> <span class="token string">"Host csle*"</span> \
<span class="token operator">|</span> <span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/ssh/ssh_config <span class="token operator">></span>/dev/null
<span class="token keyword">echo</span> <span class="token string">"StrictHostKeyChecking no"</span> \
<span class="token operator">|</span> <span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/ssh/ssh_config <span class="token operator">></span>/dev/null
<span class="token keyword">echo</span> <span class="token string">"UserKnownHostsFile=/dev/null"</span> \
<span class="token operator">|</span> <span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/ssh/ssh_config <span class="token operator">></span>/dev/null
<span class="token keyword">echo</span> <span class="token string">"Host master"</span> \
<span class="token operator">|</span> <span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/ssh/ssh_config <span class="token operator">></span>/dev/null
<span class="token keyword">echo</span> <span class="token string">"StrictHostKeyChecking no"</span> \
<span class="token operator">|</span> <span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/ssh/ssh_config <span class="token operator">></span>/dev/null
<span class="token keyword">echo</span> <span class="token string">"UserKnownHostsFile=/dev/null"</span> \
<span class="token operator">|</span> <span class="token function">sudo</span> <span class="token function">tee</span> -a /etc/ssh/ssh_config <span class="token operator">></span>/dev/null
<span class="token function">sudo</span> <span class="token function">service</span> <span class="token function">ssh</span> restart
</pre><h2 class="mume-header" id="host-pc-hadoop-273-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] Hadoop 2.7.3 설치하기</h2>
<p>아래 링크를 참고하여 사용자의 PC 혹은 클러스터 환경에 맞게 설치합니다.</p>
<p>참고링크 : <a href="https://hadoop.apache.org/docs/r2.7.3/">https://hadoop.apache.org/docs/r2.7.3/</a><br>
다운로드 링크 : <a href="https://archive.apache.org/dist/hadoop/common/hadoop-2.7.3/">https://archive.apache.org/dist/hadoop/common/hadoop-2.7.3/</a></p>
<p><strong>[KSB 툴박스를 이용한 설치 방법]</strong><br>
KSB 툴박스를 동작시킨 상태에서 docker 컨테이너로부터 hadoop 설정 파일을 복사하여 설치할 수도 있습니다.<br>
먼저 도커에 접속하는 방법을 참고하여 접속합니다. (<a href="http://csleoss.etri.re.kr:8088/images/contents/manual_1.0/Filezilla.html"> Filezilla를 이용하여 KSB 툴박스 docker 컨테이너에 접속하기 </a>)<br>
도커에 있는 hadoop-2.7.3 폴더를 Host PC의 /home/csle 폴더에 복사합니다.<br>
또한, /home/csle/data 폴더의 hdfs 관련 정보저장 폴더를 /home/csle 폴더에 복사합니다.<br>
그리고, ssh 포트 정보를 '<a href="http://hadoop-env.sh">hadoop-env.sh</a>'파일에 추가합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">vi</span> /home/csle/hadoop-2.7.3/etc/hadoop/hadoop-env.sh
<span class="token function">export</span> HADOOP_SSH_OPTS<span class="token operator">=</span><span class="token string">"-p 2243"</span>
</pre><p>마지막으로 심볼릭링크을 설정합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">ln</span> -s /home/csle/hadoop-2.7.3 /home/csle/hadoop
</pre><h2 class="mume-header" id="host-pc-spark-230-bin-hadoop27-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] spark-2.3.0-bin-hadoop2.7 설치하기</h2>
<p>아래 링크를 참고하여 사용자의 PC 혹은 클러스터 환경에 맞게 설치합니다.</p>
<p>참고링크 : <a href="https://spark.apache.org/downloads.html">https://spark.apache.org/downloads.html</a><br>
다운로드 링크 : <a href="https://spark.apache.org/downloads.html">https://spark.apache.org/downloads.html</a></p>
<p><strong>[KSB 툴박스를 이용한 설치 방법]</strong><br>
KSB 툴박스를 동작시킨 상태에서 docker 컨테이너로부터 spark 설정 파일을 복사하여 설치할 수도 있습니다.<br>
먼저 도커에 접속하는 방법을 참고하여 접속합니다. (<a href="http://csleoss.etri.re.kr:8088/images/contents/manual_1.0/Filezilla.html"> Filezilla를 이용하여 KSB 툴박스 docker 컨테이너에 접속하기 </a>)<br>
도커에 있는 spark-2.3.0-bin-hadoop2.7 폴더를 /home/csle 폴더에 복사합니다.</p>
<p>그리고 심볼릭링크을 설정합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">ln</span> -s /home/csle/spark-2.3.0-bin-hadoop2.7 /home/csle/spark
</pre><h2 class="mume-header" id="host-pc-hbase-124optional-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] hbase 1.2.4(optional) 설치하기</h2>
<p>아래 링크를 참고하여 사용자의 PC 혹은 클러스터 환경에 맞게 설치합니다.</p>
<p>참고링크 : <a href="https://hbase.apache.org/book.html">https://hbase.apache.org/book.html</a><br>
다운로드 링크 : <a href="https://archive.apache.org/dist/hbase/1.2.4/">https://archive.apache.org/dist/hbase/1.2.4/</a></p>
<p><strong>[KSB 툴박스를 이용한 설치 방법]</strong><br>
KSB 툴박스를 동작시킨 상태에서 docker 컨테이너로부터 hbase 설정 파일을 복사하여 설치할 수도 있습니다.<br>
먼저 도커에 접속하는 방법을 참고하여 접속합니다. (<a href="http://csleoss.etri.re.kr:8088/images/contents/manual_1.0/Filezilla.html"> Filezilla를 이용하여 KSB 툴박스 docker 컨테이너에 접속하기 </a>)<br>
도커에 있는 hbase-1.2.4 폴더를 /home/csle 폴더에 폴더에 복사합니다.<br>
그리고, ssh 포트 정보를 '<a href="http://hbase-env.sh">hbase-env.sh</a>'파일에 추가합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">vi</span> /home/csle/hbase-1.2.4/conf/hbase-env.sh
<span class="token function">export</span> HBASE_SSH_OPTS<span class="token operator">=</span><span class="token string">"-p 2243"</span>
</pre><p>그리고 심볼릭링크을 설정합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">ln</span> -s /home/csle/hbase-1.2.4 /home/csle/hbase
</pre><h2 class="mume-header" id="host-pc-kafka-211-01001optional-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] kafka 2.11-0.10.0.1(optional) 설치하기</h2>
<p>아래 링크를 참고하여 사용자의 PC 혹은 클러스터 환경에 맞게 설치합니다.</p>
<p>참고링크 : <a href="https://kafka.apache.org/">https://kafka.apache.org/</a><br>
다운로드 링크 : <a href="https://kafka.apache.org/downloads">https://kafka.apache.org/downloads</a></p>
<p><strong>[KSB 툴박스를 이용한 설치 방법]</strong><br>
KSB 툴박스를 동작시킨 상태에서 docker 컨테이너로부터 kafka 설정 파일을 복사하여 설치할 수도 있습니다.<br>
먼저 도커에 접속하는 방법을 참고하여 접속합니다. (<a href="http://csleoss.etri.re.kr:8088/images/contents/manual_1.0/Filezilla.html"> Filezilla를 이용하여 KSB 툴박스 docker 컨테이너에 접속하기 </a>)<br>
도커에 있는 kafka_2.11-0.10.0.1 폴더를 /home/csle 폴더에 복사합니다.<br>
그리고 심볼릭링크을 설정합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">ln</span> -s /home/csle/kafka_2.11-0.10.0.1 /home/csle/kafka
</pre><h2 class="mume-header" id="host-pc-zookeeper-349optional-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] zookeeper 3.4.9(optional) 설치하기</h2>
<p>아래 링크를 참고하여 사용자의 PC 혹은 클러스터 환경에 맞게 설치합니다.</p>
<p>참고링크 : <a href="https://zookeeper.apache.org/">https://zookeeper.apache.org/</a><br>
다운로드 링크 : <a href="https://archive.apache.org/dist/zookeeper/zookeeper-3.4.9/">https://archive.apache.org/dist/zookeeper/zookeeper-3.4.9/</a></p>
<p><strong>[KSB 툴박스를 이용한 설치 방법]</strong><br>
KSB 툴박스를 동작시킨 상태에서 docker 컨테이너로부터 zookeeper 설정 파일을 복사하여 설치할 수도 있습니다.<br>
먼저 도커에 접속하는 방법을 참고하여 접속합니다. (<a href="http://csleoss.etri.re.kr:8088/images/contents/manual_1.0/Filezilla.html"> Filezilla를 이용하여 KSB 툴박스 docker 컨테이너에 접속하기 </a>)<br>
도커에 있는 zookeeper-3.4.9 폴더를 /home/csle 폴더에 복사합니다.<br>
그리고 심볼릭링크을 설정합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">ln</span> -s /home/csle/zookeeper-3.4.9 /home/csle/zookeeper
</pre><h2 class="mume-header" id="host-pc-bashrc-%EC%84%A4%EC%A0%95-%EC%B6%94%EA%B0%80%ED%95%98%EA%B8%B0">[Host PC] bashrc 설정 추가하기</h2>
<p>csle 계정의 bashrc 파일을 업데이트 합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token keyword">echo</span> <span class="token string">"export JAVA_HOME=/usr/lib/jvm/java-8-oracle"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PATH=\<span class="token variable">$PATH</span>:\<span class="token variable">$JAVA_HOME</span>/bin"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PATH=/opt/apache-maven-3.3.9/bin:\<span class="token variable">$PATH</span>"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export HADOOP_HOME=/home/csle/hadoop-2.7.3"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export HADOOP_PREFIX=\<span class="token variable">$HADOOP_HOME</span>"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PATH=\<span class="token variable">$PATH</span>:\<span class="token variable">$HADOOP_PREFIX</span>/bin"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PATH=\<span class="token variable">$PATH</span>:\<span class="token variable">$HADOOP_PREFIX</span>/sbin"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export HADOOP_CONF_DIR=\<span class="token variable">$HADOOP_HOME</span>/etc/hadoop"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export YARN_CONF_DIR=\<span class="token variable">$HADOOP_HOME</span>/etc/hadoop"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export HADOOP_MAPRED_HOME=\<span class="token variable">${HADOOP_PREFIX}</span>"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export HADOOP_COMMON_HOME=\<span class="token variable">${HADOOP_PREFIX}</span>"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export HADOOP_HDFS_HOME=\<span class="token variable">${HADOOP_PREFIX}</span>"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export YARN_HOME=\<span class="token variable">${HADOOP_PREFIX}</span>"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export HADOOP_COMMON_LIB_NATIVE_DIR=\<span class="token variable">${YARN_HOME}</span>/lib/native"</span><span class="token operator">>></span>\
~/.bashrc
<span class="token keyword">echo</span> \
<span class="token string">"export HADOOP_OPTS="</span>-Djava.library.path<span class="token operator">=</span>\<span class="token variable">$YARN_HOME</span>/lib/native<span class="token string">""</span> <span class="token operator">>></span>\
~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export ZOOKEEPER_HOME=/home/csle/zookeeper-3.4.9"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export ZOOKEEPER_PREFIX=\<span class="token variable">$ZOOKEEPER_HOME</span>"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export ZOO_LOG_DIR=\<span class="token variable">$ZOOKEEPER_HOME</span>/logs"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PATH=\<span class="token variable">$PATH</span>:\<span class="token variable">$ZOOKEEPER_HOME</span>/bin"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export SPARK_HOME=/home/csle/spark-2.3.0-bin-hadoop2.7"</span> <span class="token operator">>></span>\
~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PATH=\<span class="token variable">$PATH</span>:\<span class="token variable">$SPARK_HOME</span>/bin"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export HBASE_HOME=/home/csle/hbase-1.2.4"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PATH=\<span class="token variable">$PATH</span>:\<span class="token variable">$HBASE_HOME</span>/bin"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export KAFKA_HOME=/home/csle/kafka_2.11-0.10.0.1"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PATH=\<span class="token variable">$PATH</span>:\<span class="token variable">$KAFKA_HOME</span>/bin"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export \
MONGODB_HOME=/home/csle/mongodb-linux-x86_64-ubuntu1404-3.4.1"</span> <span class="token operator">>></span>\
~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PATH=\<span class="token variable">$PATH</span>:\<span class="token variable">$MONGODB_HOME</span>/bin"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export LANGUAGE=ko_KR.UTF-8"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export LANG=ko_KR.UTF-8"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PATH=/home/csle/anaconda3/bin:\<span class="token variable">$PATH</span>"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export ACTIVATOR_HOME=/home/csle/activator-dist-1.3.12"</span> <span class="token operator">>></span>\
~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PATH=\<span class="token variable">$PATH</span>:\<span class="token variable">$ACTIVATOR_HOME</span>/bin"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PATH=\<span class="token variable">$PATH</span>:/home/csle/KBE"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export KSB_HOME=/home/csle/ksb-csle"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PYTHONPATH=/home/csle/ksb-csle/pyML/:\<span class="token variable">$PYTHONPATH</span>"</span> <span class="token operator">>></span>\
~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PYTHONPATH=./:/home/csle/ksb-csle/ksblib:\<span class="token variable">$PYTHONPATH</span>"</span> <span class="token operator">>></span>\
~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PYSPARK_PYTHON=/home/csle/anaconda3/bin/python"</span> <span class="token operator">>></span>\
~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PYSPARK_DRIVER_PYTHON=/home/csle/anaconda3/bin/python"</span> <span class="token operator">>></span>\
~/.bashrc
<span class="token keyword">echo</span> <span class="token string">"export PATH=\<span class="token variable">$PATH</span>:/home/csle/anaconda3/bin/"</span> <span class="token operator">>></span> ~/.bashrc
<span class="token function">source</span> ~/.bashrc
</pre><h2 class="mume-header" id="host-pc-anaconda3-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] Anaconda3 설치하기</h2>
<p>가상환경을 이용하여 tensorflow cpu버전을 설치하기 위해 anaconda3를 홈페이지(<a href="https://repo.anaconda.com/archive/">https://repo.anaconda.com/archive/</a>)에서<br>
"Anaconda3-4.2.0-Linux-x86_64.sh"버전을 다운받습니다.<br>
아래의 명령을 이용하여 csle 홈 폴더에 anaconda3를 설치합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">bash</span> Anaconda3-4.2.0-Linux-x86_64.sh -b -p /home/csle/anaconda3
</pre><h3 class="mume-header" id="host-pc-%EA%B8%B0%ED%83%80-%EB%9D%BC%EC%9D%B4%EB%B8%8C%EB%9F%AC%EB%A6%AC-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] 기타 라이브러리 설치하기</h3>
<p>pyspark에서 사용하는 python에 관련 라이브러리를 설치합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash">conda update -y conda <span class="token operator">&&</span> \
conda <span class="token function">install</span> -c conda-forge protobuf <span class="token operator">&&</span> \
pip <span class="token function">install</span> py4j <span class="token operator">&&</span> \
pip <span class="token function">install</span> --upgrade pip <span class="token operator">&&</span> \
pip <span class="token function">install</span> hdfs <span class="token operator">&&</span> \
conda <span class="token function">install</span> -y hdfs3 libhdfs3 -c conda-forge
</pre><h2 class="mume-header" id="host-pc-tensorflow-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0-cpu%EB%B2%84%EC%A0%84">[Host PC] tensorflow 설치하기 (cpu버전)</h2>
<p>tensorflow 설치를 위한 가상환경을 설치합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash">conda update -y conda <span class="token operator">&&</span> \
conda create -y -n tensorflow python<span class="token operator">=</span>3.5
</pre><pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">source</span> activate tensorflow
pip <span class="token function">install</span> <span class="token string">"tensorflow==1.6.0"</span> <span class="token operator">&&</span> \
pip <span class="token function">install</span> setuptools <span class="token operator">&&</span> \
pip <span class="token function">install</span> matplotlib <span class="token operator">&&</span> \
pip <span class="token function">install</span> pandas <span class="token operator">&&</span> \
pip <span class="token function">install</span> scikit-optimize <span class="token operator">&&</span> \
pip <span class="token function">install</span> hdfs <span class="token operator">&&</span> \
conda <span class="token function">install</span> -y hdfs3 libhdfs3 -c conda-forge
<span class="token function">source</span> deactivate
</pre><h2 class="mume-header" id="host-pc-ksb-%ED%88%B4%EB%B0%95%EC%8A%A4-%ED%8C%8C%EC%9D%BC-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] KSB 툴박스 파일 설치하기</h2>
<p>KSB 프레임워크를 호스트 서버에 직접 설치하는 경우에도 ksb_toolbox_v1.tar.gz 파일이 필요합니다.<br>
<a href="http://csleoss.etri.re.kr:8088/kor/sub02_01.do" title="다운로드"> 다운로드</a> 페이지로부터 KSB 툴박스 파일을 다운로드합니다.</p>
<ul>
<li>ksb_toolbox_v1.tar.gz : KSB 툴박스 파일<br>
<br></li>
</ul>
<p>csle 사용자 계정의 home에 ksb_toolbox_v1.tar.gz 압축을 해제합니다. 결과적으로 /home/csle/ksb-csle 폴더가 생성됩니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"> csle@csle1:~$ <span class="token function">tar</span> zxvf ksb_toolbox_v1.tar.gz -C /home/csle/
</pre><p>/home/csle/ksb-csle 폴더는 다음의 하위 폴더들로 구성됩니다.</p>
<ul>
<li>/bin : KSB 프레임워크 shell 스크립트 파일 저장 폴더</li>
<li>/components : tensorflow train 예제 프로그램 저장 폴더</li>
<li>/conf : KSB 프레임워크 환경설정 파일 저장 폴더</li>
<li>/docker : KSB 툴박스 docker 컨테이너 실행 스크립트 저장 폴더</li>
<li>/examples : CLI(Command Line Interface)를 통해 워크플로우 생성 및 submit 할 수 있는 프로젝트 폴더</li>
<li>/jars : KSB 프레임워크 1.0 버전의 jar 파일 저장 폴더</li>
<li>/ksblib : python 전처리 라이브러리 폴더</li>
<li>/kubernetes : 쿠버네티스 환경설정 폴더</li>
<li>/logs : log 저장 폴더</li>
<li>/pyML : autoML python 프로젝트 폴더</li>
<li>/tools: 예제 테스트를 위한 프로그램(jmeter, hadoop, kafka, maven, .ssh)<br>
<br></li>
</ul>
<h2 class="mume-header" id="host-pc-ksb-csle-config-%ED%8C%8C%EC%9D%BC-%EC%84%A4%EC%A0%95%ED%95%98%EA%B8%B0">[Host PC] ksb-csle config 파일 설정하기</h2>
<p>/home/csle/ksb-csle/conf/ksb.conf 파일을 사용자 PC에 맞게 수정합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash">csle <span class="token punctuation">{</span>
user <span class="token punctuation">{</span>
home <span class="token operator">=</span> <span class="token string">"/home/csle"</span> <span class="token comment"># 사용자 home 디렉토리를 지정합니다.</span>
<span class="token punctuation">}</span>
home <span class="token operator">=</span> <span class="token string">"/home/csle/ksb-csle"</span> <span class="token comment"># KSB home 디렉토리를 지정합니다.</span>
submit.cli <span class="token operator">=</span> <span class="token string">"true"</span>
scheduler.initialization <span class="token operator">=</span> <span class="token string">"false"</span>
<span class="token punctuation">}</span>
servers <span class="token punctuation">{</span>
gateway <span class="token punctuation">{</span>
baseUrl <span class="token operator">=</span> <span class="token string">"http://KSB_GATEWAY:SERVICEPORT"</span>
<span class="token punctuation">}</span>
kubernetes <span class="token punctuation">{</span>
<span class="token function">enable</span> <span class="token operator">=</span> <span class="token string">"false"</span>
baseUrl <span class="token operator">=</span> <span class="token string">"http://SERVICENAME.ksb.local:30100"</span>
imgRepositoryUrl <span class="token operator">=</span> <span class="token string">"docker.io"</span>
kubernetes_yaml_path <span class="token operator">=</span> <span class="token string">"/kubernetes"</span>
masterIp <span class="token operator">=</span> <span class="token string">"csle1"</span> <span class="token comment"># Kubernetes 마스터 도메인 이름 혹은 IP를 지정합니다.</span>
masterPort <span class="token operator">=</span> <span class="token string">"2243"</span> <span class="token comment"># Kubernetes SSH 포트 번호를 지정합니다.</span>
nodesIp <span class="token operator">=</span> <span class="token string">"csle2, csle3"</span>
<span class="token comment"># Kubernetes 노드들의 도메인 이름 혹은 IP들을 지정합니다.</span>
user <span class="token operator">=</span> <span class="token string">"csle"</span> <span class="token comment"># Kubernetes 서버의 사용자 ID를 지정합니다.</span>
externalKafka <span class="token punctuation">{</span>
brokerHostName <span class="token operator">=</span> <span class="token string">"csle1"</span>
<span class="token comment"># 외부 Kafka broker서버 도메인 이름을 지정합니다.</span>
brokerHostIp <span class="token operator">=</span> <span class="token string">"192.168.0.5"</span>
<span class="token comment"># 외부 Kafka broker서버 IP을 지정합니다.</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
</pre><pre data-role="codeBlock" data-info="sh" class="language-bash"> tensorflow <span class="token punctuation">{</span>
<span class="token function">enable</span> <span class="token operator">=</span> <span class="token string">"true"</span>
python_path <span class="token operator">=</span> <span class="token string">"/anaconda3/envs/tensorflow/bin/python"</span>
<span class="token comment"># 사용자 PC의 tensorflow python 위치를 지정합니다.</span>
python_code_project_path <span class="token operator">=</span> <span class="token string">"/analysis"</span>
<span class="token punctuation">}</span>
pyspark <span class="token punctuation">{</span>
python_path <span class="token operator">=</span> <span class="token string">"/anaconda3/bin/python"</span>
<span class="token comment"># 사용자 PC의 python 위치를 지정합니다.</span>
python_code_project_path <span class="token operator">=</span> <span class="token string">"/pyML"</span>
<span class="token punctuation">}</span>
spark <span class="token punctuation">{</span>
home <span class="token operator">=</span> <span class="token string">"/spark"</span> <span class="token comment"># 사용자 PC의 spark home 위치를 지정합니다.</span>
bin <span class="token operator">=</span> <span class="token string">"/spark/bin/spark-submit"</span>
master <span class="token operator">=</span> <span class="token string">"local[*]"</span> <span class="token comment"># spark master 모드를 지정합니다.</span>
deploy <span class="token operator">=</span> <span class="token string">"client"</span> <span class="token comment"># spark deploy 모드를 지정합니다.</span>
logging <span class="token operator">=</span> <span class="token string">"true"</span>
autoIncreaseModelPath <span class="token operator">=</span> <span class="token string">"true"</span>
<span class="token punctuation">}</span>
yarn <span class="token punctuation">{</span>
home <span class="token operator">=</span> <span class="token string">"/hadoop/bin"</span> <span class="token comment"># 사용자 PC의 yarn 위치를 지정합니다.</span>
<span class="token punctuation">}</span>
postgres <span class="token punctuation">{</span>
db <span class="token operator">=</span> <span class="token string">"csledb"</span>
uri <span class="token operator">=</span> <span class="token string">"jdbc:postgresql://localhost:5432/csledb"</span>
user <span class="token operator">=</span> <span class="token string">"csle"</span>
password <span class="token operator">=</span> <span class="token string">"csle1234"</span>
<span class="token punctuation">}</span>
webtoolkit <span class="token punctuation">{</span>
db <span class="token operator">=</span> <span class="token string">"ui"</span>
uri <span class="token operator">=</span> <span class="token string">"jdbc:postgresql://localhost:5432/uidb"</span>
user <span class="token operator">=</span> <span class="token string">"csle"</span>
password <span class="token operator">=</span> <span class="token string">"csle1234"</span>
<span class="token punctuation">}</span>
hadoop <span class="token punctuation">{</span>
home <span class="token operator">=</span> <span class="token string">"/hadoop/"</span> <span class="token comment"># 사용자 PC의 hadoop 위치를 지정합니다.</span>
master <span class="token operator">=</span> <span class="token string">"csle1"</span> <span class="token comment"># 사용자 PC의 hadoop master 이름을 지정합니다.</span>
port <span class="token operator">=</span> <span class="token string">"9000"</span> <span class="token comment"># 사용자 PC의 hadoop master port를 지정합니다.</span>
hdfs <span class="token punctuation">{</span>
activated <span class="token operator">=</span> <span class="token string">"true"</span>
baseDir <span class="token operator">=</span> <span class="token string">"/user/"</span>
modelPath <span class="token operator">=</span> <span class="token string">"/model"</span>
datasetPath <span class="token operator">=</span> <span class="token string">"/dataset"</span>
<span class="token punctuation">}</span>
webhdfs <span class="token punctuation">{</span>
port <span class="token operator">=</span> <span class="token string">"50070"</span>
baseDir <span class="token operator">=</span> <span class="token string">"/webhdfs/v1"</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
hbase.zookeeper.quorum <span class="token operator">=</span> <span class="token string">"localhost"</span>
kbe <span class="token punctuation">{</span>
serverIp <span class="token operator">=</span> <span class="token string">"localhost"</span>
serverPort <span class="token operator">=</span> <span class="token string">"9876"</span>
serverType <span class="token operator">=</span> <span class="token string">"jena"</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
</pre><h2 class="mume-header" id="host-pc-startservicesh-stopservicesh-%EC%83%9D%EC%84%B1%ED%95%98%EA%B8%B0">[Host PC] <a href="http://startService.sh">startService.sh</a>, <a href="http://stopService.sh">stopService.sh</a> 생성하기</h2>
<p>/home/csle에 <a href="http://startService.sh">startService.sh</a>, <a href="http://stopService.sh">stopService.sh</a> 파일을 생성합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">cat</span> <span class="token operator"><<</span>EOT <span class="token operator">>></span> ~/startService.sh
<span class="token comment">#!/bin/bash</span>
<span class="token function">sudo</span> <span class="token function">service</span> <span class="token function">ssh</span> restart
<span class="token function">sudo</span> <span class="token function">service</span> postgresql restart
<span class="token function">bash</span> /home/csle/zookeeper-3.4.9/bin/zkServer.sh start
<span class="token function">ssh</span> csle@master -p 2243 <span class="token string">"cd /home/csle/zookeeper-3.4.9/bin; \
./zkServer.sh start"</span>
<span class="token function">ssh</span> csle@csle1 -p 2243 <span class="token string">"cd /home/csle/zookeeper-3.4.9/bin; \
./zkServer.sh start"</span>
start-dfs.sh
start-yarn.sh
start-hbase.sh
/home/csle/kafka/bin/kafka-server-start.sh \
/home/csle/kafka/config/server.properties <span class="token operator">&</span>
/home/csle/ui_of_csle/apache-tomcat-7.0.81/bin/catalina.sh start <span class="token operator">&</span>
/home/csle/start-mongo.sh <span class="token operator">&</span>
<span class="token function">sleep</span> 5
<span class="token function">cd</span> /home/csle/ksb-csle/bin
/home/csle/ksb-csle/bin/startKnowledge_service.sh localhost 9876
EOT
<span class="token function">chmod</span> +x /home/csle/startService.sh
<span class="token function">cat</span> <span class="token operator"><<</span>EOT <span class="token operator">>></span> ~/stopService.sh
<span class="token comment">#!/bin/bash</span>
stop-hbase.sh
<span class="token function">bash</span> /home/csle/kafka/bin/kafka-server-stop.sh
stop-yarn.sh
stop-dfs.sh
<span class="token function">bash</span> /home/csle/zookeeper-3.4.9/bin/zkServer.sh stop
/home/csle/ui_of_csle/apache-tomcat-7.0.81/bin/catalina.sh stop
/home/csle/stop-mongo.sh
<span class="token function">cd</span> /home/csle/ksb-csle/bin
/home/csle/ksb-csle/bin/stopKnowledge_service.sh
<span class="token function">sudo</span> <span class="token function">service</span> postgresql stop
EOT
<span class="token function">chmod</span> +x /home/csle/stopService.sh
</pre><h2 class="mume-header" id="host-pc-ksb-%ED%88%B4%EB%B0%95%EC%8A%A4-docker-%EC%9D%B4%EB%AF%B8%EC%A7%80%EB%82%B4-ssh-%ED%82%A4%EB%A5%BC-host-pc%EC%97%90-%EB%B3%B5%EC%82%AC%ED%95%98%EA%B8%B0">[Host PC] KSB 툴박스 docker 이미지내 SSH 키를 host pc에 복사하기</h2>
<p>KSB 툴박스 docker 컨테이너의 인증키를 공유하기 위해 ksb-csle/tools 폴더에 있는 .ssh 폴더를 csle 홈에 카피합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">cp</span> -r ~/ksb-csle/tools/.ssh/ /home/csle/
</pre><h2 class="mume-header" id="host-pc-ssh-%EC%9E%AC%EC%8B%9C%EC%9E%91%ED%95%98%EA%B8%B0">[Host PC] SSH 재시작하기</h2>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">sudo</span> <span class="token function">service</span> <span class="token function">ssh</span> restart
</pre><h2 class="mume-header" id="host-pc-hadoop-hdfs-%EC%82%AC%EC%9A%A9%EC%9E%90-%EA%B3%84%EC%A0%95-%EC%B6%94%EA%B0%80%ED%95%98%EA%B8%B0">[Host PC] Hadoop Hdfs 사용자 계정 추가하기</h2>
<p>사용자 환경에 맞게 설치되어 있는 Hadoop Hdfs를 가동한 후, 아래 명령을 이용하여 hdfs에 ksbuser_etri_re_kr 사용자 폴더를 추가합니다.<br>
만약 Hadoop 2.7.3 설치하기에서 도커 컨테이너로부터 /home/csle/data 폴더를 복사한 경우, 이미 사용자 폴더가 생성된 hdfs을 복사한 상태이므로 이 절차를 생략합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token function">su</span> - csle
hdfs dfs -mkdir -p /user/ksbuser_etri_re_kr/dataset
hdfs dfs -mkdir -p /user/ksbuser_etri_re_kr/model
hdfs dfs -chown ksbuser_etri_re_kr:supergroup /user/ksbuser_etri_re_kr/
hdfs dfs -chown ksbuser_etri_re_kr:supergroup \
/user/ksbuser_etri_re_kr/dataset
hdfs dfs -chown ksbuser_etri_re_kr:supergroup \
/user/ksbuser_etri_re_kr/model
</pre><h2 class="mume-header" id="host-pc-ksb-%EC%A7%80%EC%8B%9D%EB%B2%A0%EC%9D%B4%EC%8A%A4-%EC%97%94%EC%A7%84-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] KSB 지식베이스 엔진 설치하기</h2>
<p>KSB 지식베이스엔진(KSB-Knowledge Engine)을 사용하기 위한 절차 및 예제를 소개합니다.</p>
<h3 class="mume-header" id="%EC%A7%80%EC%8B%9D%EB%B2%A0%EC%9D%B4%EC%8A%A4-%EC%97%94%EC%A7%84-%EA%B0%80%EC%A0%B8%EC%98%A4%EA%B8%B0">지식베이스 엔진 가져오기</h3>
<p>KSB 지식베이스엔진은 현재 Docker 컨테이너에 포함되어 배포 되고 있습니다.</p>
<p>도커에 접속하는 방법을 참고하여 접속합니다. (<a href="http://csleoss.etri.re.kr:8088/images/contents/manual_1.0/Filezilla.html"> Filezilla를 이용하여 KSB 툴박스 docker 컨테이너에 접속하기 </a>)<br>
도커에 있는 ksb-knowledge 폴더를 Host PC의 /home/csle 폴더에 복사합니다.</p>
<h3 class="mume-header" id="play-framework-activator-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">Play framework Activator 설치하기</h3>
<p>KSB 지식베이스 엔진은 Play framework 기반 엔진이며, 이를 실행하기 위해서는 <a href="https://downloads.typesafe.com/typesafe-activator/1.3.12/typesafe-activator-1.3.12.zip" title="Play framework Activator">Play framework Activator</a>를 사전에 설치해야 합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token comment"># Play framework Activator 다운로드</span>
<span class="token function">wget</span> https://downloads.typesafe.com/typesafe-activator/1.3.12/\
typesafe-activator-1.3.12.zip
<span class="token comment"># 압축해제</span>
unzip typesafe-activator-1.3.12.zip
<span class="token comment"># Activator bin 경로를 환경변수에 등록</span>
<span class="token function">export</span> PATH<span class="token operator">=</span><span class="token string">"/home/csle/activator-dist-1.3.12/bin:<span class="token variable">$PATH</span>"</span>
</pre><h3 class="mume-header" id="ksb-%EC%A7%80%EC%8B%9D%EB%B2%A0%EC%9D%B4%EC%8A%A4-%EC%97%94%EC%A7%84-%EC%8B%9C%EC%9E%91-%EB%B0%8F-%EC%A2%85%EB%A3%8C-%ED%95%98%EA%B8%B0">KSB 지식베이스 엔진 시작 및 종료 하기</h3>
<p>KSB 지식베이스 엔진을 시작하려면, 해당폴더 (/home/csle/ksb-csle/bin)로 이동하여, startknowledge_service.sh 스크립트를 ip address와 port 번호와 함께 실행합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token comment"># KSB 지식베이스 실행 스크립트가 있는 경로로 이동</span>
<span class="token function">cd</span> /home/csle/ksb-csle/bin
<span class="token comment"># KSB 지식베이스 엔진 시작</span>
<span class="token comment">#(./startknowledge_service.sh ip_address port_number)</span>
./startknowledge_service.sh 127.0.0.1 9876
</pre><p>KSB 지식베이스 엔진을 종료하려면, 해당폴더 (/home/csle/ksb-csle/bin)로 이동하여, stopKnowledge_service.sh 스크립트를 실행합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token comment"># KSB 지식베이스 엔진 종료</span>
./stopKnowledge_service.sh
</pre><h3 class="mume-header" id="%EC%98%A8%ED%86%A8%EB%A1%9C%EC%A7%80-%ED%8C%8C%EC%9D%BC-upload-%ED%95%98%EA%B8%B0">온톨로지 파일 Upload 하기</h3>
<p>KSB 지식베이스 엔진이 Start 되어 있는 상황에서, 사용자가 로컬 파일에 작성된 온톨로지 파일(.owl, .rdf, .rdfs)을 KSB 지식베이스 엔진에 Upload 하는 기능을 설명합니다. 본 예제에서는 KSB 지식베이스 엔진 내부 폴더에 제공하는 공통 온톨로지 파일을 이용합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token comment"># 예제 수행 온톨로지 확인을 위해 해당 경로로 이동</span>
<span class="token function">cd</span> /home/csle/ksb-knowledge/KBE/ontologies
</pre><p><img src="./images/1.3_HowToInstallKsbFrameWork_02.png" alt="KSB 공통 온톨로지" title="KSB 공통 온톨로지"></p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token comment"># Curl 명령어 restful request 수행 (url: /loadOntologies, parameter: 온톨로지 경로)</span>
<span class="token function">curl</span> -X POST http://127.0.0.1:9876/loadOntologies -H <span class="token string">'Cache-Control: \
no-cache'</span> -H <span class="token string">'Content-Type: text/plain'</span> -d ./ontologies
</pre><p><img src="./images/1.3_HowToInstallKsbFrameWork_03.png" alt="KSB 지식베이스 엔진 온톨로지 upload 화면" title="KSB 지식베이스 엔진 온톨로지 upload 화면"></p>
<p>KSB 지식베이스 엔진에 Upload된 온톨로지는 KSB 지식베이스 엔진이 제공하는 쿼리 Restful API(<code>http://127.0.0.1:9876/query</code>)를 통해 확인할 수 있습니다. 이를 위해 Restful Client(본 예제에서는 Postman)를 실행하고, URL과 질의 쿼리 내용을 아래와 같이 입력하여 실행합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token comment"># 본 쿼리는 SPAQRL 1.1의 형태의 질의이며,</span>
<span class="token comment"># 이는 온톨로지 thing:Thing 클래스의 서브 클래스를 검색하기 위한 쿼리입니다.</span>
PREFIX rdfs: <span class="token operator"><</span>http://www.w3.org/2000/01/rdf-schema<span class="token comment">#></span>
PREFIX owl: <span class="token operator"><</span>http://www.w3.org/2002/07/owl<span class="token comment">#></span>
PREFIX workflow: <span class="token operator"><</span>http://csle.etri.re.kr/Workflow/<span class="token operator">></span>
PREFIX thing: <span class="token operator"><</span>http://csle.etri.re.kr/Thing/<span class="token operator">></span>
<span class="token keyword">select</span> * where <span class="token punctuation">{</span>
?s rdfs:subClassOf thing:Thing.
FILTER <span class="token punctuation">(</span><span class="token operator">!</span>isBlank<span class="token punctuation">(</span>?s<span class="token punctuation">))</span>
<span class="token punctuation">}</span>
</pre><p><img src="./images/1.3_HowToInstallKsbFrameWork_04.png" alt="온톨로지 Upload 결과 확인 화면" title="온톨로지 Upload 결과 학인 화면"></p>
<h2 class="mume-header" id="ioe-%EC%82%AC%EB%AC%BC-%EB%93%B1%EB%A1%9D">IoE 사물 등록</h2>
<p>KSB 지식베이스 엔진은 IoE 정보를 지식화하여 정보의 연계, 추론을 통한 지식정보를 사용자에게 제공하는 기능이 있습니다. IoE 표준(oneM2M)의 사물 스펙을 지식화하는 기능을 제공합니다.</p>
<p>본 예제에서는 Json 포맷의 사물 스펙을 사용합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token comment"># Json 포맷의 사물 스펙(예제로 사용한 IoE 사물의 id는 a1234이며,</span>
<span class="token comment"># indoor temperature and humidity 센서입니다.)</span>
<span class="token punctuation">{</span>
<span class="token string">"version"</span><span class="token keyword">:</span> <span class="token string">"1.0"</span>,
<span class="token string">"id"</span><span class="token keyword">:</span> <span class="token string">"a1234"</span>,
<span class="token string">"registrationTime"</span><span class="token keyword">:</span> <span class="token string">"20170102112233"</span>,
<span class="token string">"properties"</span><span class="token keyword">:</span> <span class="token punctuation">{</span>
<span class="token string">"name"</span><span class="token keyword">:</span> <span class="token string">"indoor_env_1"</span>,
<span class="token string">"owner"</span><span class="token keyword">:</span> <span class="token string">"foo@gmail.com"</span>,
<span class="token string">"description"</span><span class="token keyword">:</span> <span class="token string">"indoor temperature and humidity"</span>,
<span class="token string">"gid"</span><span class="token keyword">:</span> <span class="token string">"global_unique_id_1"</span>,
<span class="token string">"model"</span><span class="token keyword">:</span> <span class="token string">"modelA"</span>,
<span class="token string">"coordinates"</span><span class="token keyword">:</span> <span class="token punctuation">{</span>
<span class="token string">"latitude"</span><span class="token keyword">:</span> 33.3,
<span class="token string">"longitude"</span><span class="token keyword">:</span> 122.2,
<span class="token string">"altitude"</span><span class="token keyword">:</span> 0
<span class="token punctuation">}</span>,
<span class="token string">"location"</span><span class="token keyword">:</span> <span class="token string">"seoul korea"</span>,
<span class="token string">"users"</span><span class="token keyword">:</span> <span class="token punctuation">[</span><span class="token string">"bar@gmail.com"</span><span class="token punctuation">]</span>,
<span class="token string">"tag"</span><span class="token keyword">:</span> <span class="token punctuation">[</span><span class="token string">"my room"</span>, <span class="token string">"temperature"</span>, <span class="token string">"humidity"</span><span class="token punctuation">]</span>,
<span class="token string">"madeBy"</span><span class="token keyword">:</span> <span class="token string">"companyA"</span>,
<span class="token string">"hostedBy"</span><span class="token keyword">:</span> <span class="token string">"companyB"</span>
<span class="token punctuation">}</span>,
<span class="token string">"resources"</span><span class="token keyword">:</span> <span class="token punctuation">[</span>
<span class="token punctuation">{</span>
<span class="token string">"name"</span><span class="token keyword">:</span> <span class="token string">"sensors"</span>,
<span class="token string">"description"</span><span class="token keyword">:</span> <span class="token string">"temperature and humidity in my room"</span>,
<span class="token string">"attributes"</span><span class="token keyword">:</span> <span class="token punctuation">[</span>
<span class="token punctuation">{</span>
<span class="token string">"name"</span><span class="token keyword">:</span> <span class="token string">"temperature"</span>,
<span class="token string">"dataType"</span><span class="token keyword">:</span> <span class="token string">"double"</span>,
<span class="token string">"unit"</span><span class="token keyword">:</span> <span class="token string">"celsius"</span>,
<span class="token string">"min"</span><span class="token keyword">:</span> <span class="token string">"-80"</span>,
<span class="token string">"max"</span><span class="token keyword">:</span> <span class="token string">"80"</span>,
<span class="token string">"description"</span><span class="token keyword">:</span> <span class="token string">"temperature in my room"</span>
<span class="token punctuation">}</span>,
<span class="token punctuation">{</span>
<span class="token string">"name"</span><span class="token keyword">:</span> <span class="token string">"humidity"</span>,
<span class="token string">"dataType"</span><span class="token keyword">:</span> <span class="token string">"double"</span>,
<span class="token string">"unit"</span><span class="token keyword">:</span> <span class="token string">"percent"</span>,
<span class="token string">"min"</span><span class="token keyword">:</span> <span class="token string">"0"</span>,
<span class="token string">"max"</span><span class="token keyword">:</span> <span class="token string">"100"</span>,
<span class="token string">"description"</span><span class="token keyword">:</span> <span class="token string">"humidity in my room"</span>
<span class="token punctuation">}</span>
<span class="token punctuation">]</span>,
<span class="token string">"operations"</span><span class="token keyword">:</span> <span class="token punctuation">[</span>
<span class="token punctuation">{</span>
<span class="token string">"opType"</span><span class="token keyword">:</span> <span class="token string">"get"</span>,
<span class="token string">"args"</span><span class="token keyword">:</span> <span class="token punctuation">[</span><span class="token string">"temperature"</span>, <span class="token string">"humidity"</span><span class="token punctuation">]</span>,
<span class="token string">"description"</span><span class="token keyword">:</span> <span class="token string">"get current temperature and humidity"</span>
<span class="token punctuation">}</span>
<span class="token punctuation">]</span>
<span class="token punctuation">}</span>
<span class="token punctuation">]</span>
<span class="token punctuation">}</span>
</pre><p>KSB 지식베이스 엔진이 제공하는 사물등록 Restful API (<code>http://127.0.0.1:9876/registThing</code>)를 통해 KSB 지식베이스 엔진에 사물 스펙정보를 등록 할 수 있습니다.</p>
<p><img src="./images/1.3_HowToInstallKsbFrameWork_05.png" alt="사물등록 화면" title="사물등록 화면"></p>
<p>다음과 같은 쿼리 Restful API을 수행하여 결과를 확인합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token comment"># 본 쿼리는 SPAQRL 1.1의 형태의 질의이며,</span>
<span class="token comment"># 이는 온톨로지 thing:Thing 클래스의 인스턴스를 검색하기 위한 쿼리입니다.</span>
PREFIX rdf: <span class="token operator"><</span>http://www.w3.org/1999/02/22-rdf-syntax-ns<span class="token comment">#></span>
PREFIX owl: <span class="token operator"><</span>http://www.w3.org/2002/07/owl<span class="token comment">#></span>
PREFIX workflow: <span class="token operator"><</span>http://csle.etri.re.kr/Workflow/<span class="token operator">></span>
PREFIX thing: <span class="token operator"><</span>http://csle.etri.re.kr/Thing/<span class="token operator">></span>
<span class="token keyword">select</span> * where <span class="token punctuation">{</span>
?s rdf:type thing:Thing.
<span class="token punctuation">}</span>
</pre><p><img src="./images/1.3_HowToInstallKsbFrameWork_06.png" alt="사물등록확인화면" title="사물등록확인화면"></p>
<h2 class="mume-header" id="ioe-%EC%82%AC%EB%AC%BC-%EC%84%BC%EC%84%9C%EB%8D%B0%EC%9D%B4%ED%84%B0%EB%A5%BC-%ED%86%B5%ED%95%B4-%EC%A7%80%EC%8B%9D%EC%B6%94%EB%A1%A0%ED%95%98%EA%B8%B0">IoE 사물 센서데이터를 통해 지식추론하기</h2>
<p>KSB 지식베이스 엔진은 IoE 디바이스의 센서데이터를 이용하여, 상황을 추론할 수 있는 기능을 제공합니다.<br>
본 예제의 시나리오는 앞에서 등록된 온도센서(thing id : a1234)로부터 온도가 28도 이상이면 더운 상황(HotContext)을 추론하고,<br>
추론된 정보를 통해 Hue(thing id : S_HUE_light_3)를 파란색으로 켜는 동작을 하는 간단한 시나리오 입니다.</p>
<p>이를 위해 Hue의 제어 명령을 등록합니다. (Restful API: <code>http://127.0.0.1:9876/addDeviceControl</code>)</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token comment"># Json 포맷의 사물제어 스펙(id S_HUE_light_3의 Hue)</span>
<span class="token punctuation">[</span>
<span class="token punctuation">{</span><span class="token string">"id"</span><span class="token keyword">:</span><span class="token string">"hue_turnon_Blue"</span>,
<span class="token string">"thingId"</span><span class="token keyword">:</span><span class="token string">"S_HUE_light_3"</span>,
<span class="token string">"resourceId"</span><span class="token keyword">:</span><span class="token string">"controller"</span>,
<span class="token string">"operationId"</span><span class="token keyword">:</span><span class="token string">"setState"</span>,
<span class="token string">"controlContents"</span>:<span class="token punctuation">[</span>
<span class="token punctuation">{</span><span class="token string">"name"</span><span class="token keyword">:</span><span class="token string">"on"</span>,<span class="token string">"value"</span><span class="token keyword">:</span><span class="token string">"true"</span><span class="token punctuation">}</span>,
<span class="token punctuation">{</span><span class="token string">"name"</span><span class="token keyword">:</span><span class="token string">"bri"</span>,<span class="token string">"value"</span><span class="token keyword">:</span><span class="token string">"254"</span><span class="token punctuation">}</span>,
<span class="token punctuation">{</span><span class="token string">"name"</span><span class="token keyword">:</span><span class="token string">"hue"</span>,<span class="token string">"value"</span><span class="token keyword">:</span><span class="token string">"46920"</span><span class="token punctuation">}</span>,
<span class="token punctuation">{</span><span class="token string">"name"</span><span class="token keyword">:</span><span class="token string">"sat"</span>,<span class="token string">"value"</span><span class="token keyword">:</span><span class="token string">"254"</span><span class="token punctuation">}</span>
<span class="token punctuation">]</span>
<span class="token punctuation">}</span>,
<span class="token punctuation">{</span><span class="token string">"id"</span><span class="token keyword">:</span><span class="token string">"hue_turnon_Red"</span>,
<span class="token string">"thingId"</span><span class="token keyword">:</span><span class="token string">"S_HUE_light_3"</span>,
<span class="token string">"resourceId"</span><span class="token keyword">:</span><span class="token string">"controller"</span>,
<span class="token string">"operationId"</span><span class="token keyword">:</span><span class="token string">"setState"</span>,
<span class="token string">"controlContents"</span>:<span class="token punctuation">[</span>
<span class="token punctuation">{</span><span class="token string">"name"</span><span class="token keyword">:</span><span class="token string">"on"</span>,<span class="token string">"value"</span><span class="token keyword">:</span><span class="token string">"true"</span><span class="token punctuation">}</span>,
<span class="token punctuation">{</span><span class="token string">"name"</span><span class="token keyword">:</span><span class="token string">"bri"</span>,<span class="token string">"value"</span><span class="token keyword">:</span><span class="token string">"254"</span><span class="token punctuation">}</span>,
<span class="token punctuation">{</span><span class="token string">"name"</span><span class="token keyword">:</span><span class="token string">"hue"</span>,<span class="token string">"value"</span><span class="token keyword">:</span><span class="token string">"65535"</span><span class="token punctuation">}</span>,
<span class="token punctuation">{</span><span class="token string">"name"</span><span class="token keyword">:</span><span class="token string">"sat"</span>,<span class="token string">"value"</span><span class="token keyword">:</span><span class="token string">"254"</span><span class="token punctuation">}</span>
<span class="token punctuation">]</span>
<span class="token punctuation">}</span>,
<span class="token punctuation">{</span><span class="token string">"id"</span><span class="token keyword">:</span><span class="token string">"hue_turnon_Green"</span>,
<span class="token string">"thingId"</span><span class="token keyword">:</span><span class="token string">"S_HUE_light_3"</span>,
<span class="token string">"resourceId"</span><span class="token keyword">:</span><span class="token string">"controller"</span>,
<span class="token string">"operationId"</span><span class="token keyword">:</span><span class="token string">"setState"</span>,
<span class="token string">"controlContents"</span>:<span class="token punctuation">[</span>
<span class="token punctuation">{</span><span class="token string">"name"</span><span class="token keyword">:</span><span class="token string">"on"</span>,<span class="token string">"value"</span><span class="token keyword">:</span><span class="token string">"true"</span><span class="token punctuation">}</span>,
<span class="token punctuation">{</span><span class="token string">"name"</span><span class="token keyword">:</span><span class="token string">"bri"</span>,<span class="token string">"value"</span><span class="token keyword">:</span><span class="token string">"254"</span><span class="token punctuation">}</span>,
<span class="token punctuation">{</span><span class="token string">"name"</span><span class="token keyword">:</span><span class="token string">"hue"</span>,<span class="token string">"value"</span><span class="token keyword">:</span><span class="token string">"25500"</span><span class="token punctuation">}</span>,
<span class="token punctuation">{</span><span class="token string">"name"</span><span class="token keyword">:</span><span class="token string">"sat"</span>,<span class="token string">"value"</span><span class="token keyword">:</span><span class="token string">"254"</span><span class="token punctuation">}</span>
<span class="token punctuation">]</span>
<span class="token punctuation">}</span>
<span class="token punctuation">]</span>
</pre><p>추론 규칙을 적용하기 위해, KSB-Knowledge/KBE/rules 폴더의 "KBE.rues" 파일을 열고 아래와 같이 추론 규칙을 추가합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token comment"># 온도센서의 센싱값이 28이상이면 이벤트 Temp_HOT을 생성합니다.</span>
<span class="token punctuation">[</span>domain_temperature_hot:
<span class="token punctuation">(</span>?e event:hasEventValue ?v<span class="token punctuation">)</span>,
<span class="token punctuation">(</span>?v thing:hasType ?t<span class="token punctuation">)</span>,
<span class="token punctuation">(</span>?t thing:attributeName ?name<span class="token punctuation">)</span>,
equal<span class="token punctuation">(</span>?name, <span class="token string">"temperature"</span><span class="token punctuation">)</span>,
<span class="token punctuation">(</span>?v thing:hasValue ?value<span class="token punctuation">)</span>,
ge<span class="token punctuation">(</span>?value, 28<span class="token punctuation">)</span>
-<span class="token operator">></span>
<span class="token punctuation">(</span>?e event:hasEventStatus domain:Temp_HOT<span class="token punctuation">)</span>
<span class="token punctuation">]</span>
<span class="token comment"># 이벤트 Temp_HOT이면 더운 상황(HotContext)을 생성합니다.</span>
<span class="token punctuation">[</span>HotContext_context:
<span class="token punctuation">(</span>?e event:hasEventStatus domain:Temp_HOT<span class="token punctuation">)</span>
-<span class="token operator">></span> <span class="token punctuation">(</span>?e rdf:type domain:HotContext<span class="token punctuation">)</span>
<span class="token punctuation">]</span>
<span class="token comment"># 더운 상황(HotContext)이면 Hue를 파란색으로 켭니다.</span>
<span class="token punctuation">[</span>HotContext_service:
<span class="token punctuation">(</span>?e rdf:type domain:HotContext<span class="token punctuation">)</span>
-<span class="token operator">></span>
<span class="token punctuation">(</span>?e service:derives domain:hue_turnon_Blue<span class="token punctuation">)</span>
<span class="token punctuation">]</span>
</pre><p>본 예제를 실행하기 위해 온도센서(thing id: a1234)의 값을 32.6으로 설정하고, Restful API(<code>http://127.0.0.1:9876/recommendDeviceControl</code>)를 실행합니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token comment"># 온도센서(thingId : a1234)의 센싱값이 32.6으로 설정합니다.</span>
<span class="token punctuation">{</span>
<span class="token string">"thingId"</span><span class="token keyword">:</span> <span class="token string">"a1234"</span>,
<span class="token string">"resourceId"</span><span class="token keyword">:</span> <span class="token string">"sensors"</span>,
<span class="token string">"time"</span><span class="token keyword">:</span> <span class="token string">"20170330103347"</span>,
<span class="token string">"values"</span><span class="token keyword">:</span> <span class="token punctuation">[</span>
<span class="token punctuation">{</span>
<span class="token string">"name"</span><span class="token keyword">:</span> <span class="token string">"temperature"</span>,
<span class="token string">"value"</span><span class="token keyword">:</span> <span class="token string">"32.6"</span>
<span class="token punctuation">}</span>
<span class="token punctuation">]</span>
<span class="token punctuation">}</span>
</pre><p>Restful API를 실행한 결과는 다음과 같습니다.</p>
<pre data-role="codeBlock" data-info="sh" class="language-bash"><span class="token comment"># 상황(context)가 "HotContext"이고, 상황에 따른 서비스(service)가</span>
<span class="token comment"># "hue_turnon_Blue"이며 그것에 해당하는 사물 제어정보를 리턴합니다.</span>
<span class="token punctuation">[</span>
<span class="token punctuation">{</span>
<span class="token string">"thingId"</span><span class="token keyword">:</span> <span class="token string">"S_HUE_light_3"</span>,
<span class="token string">"resourceId"</span><span class="token keyword">:</span> <span class="token string">"controller"</span>,
<span class="token string">"context"</span><span class="token keyword">:</span> <span class="token punctuation">[</span>
<span class="token string">"HotContext"</span>
<span class="token punctuation">]</span>,
<span class="token string">"service"</span><span class="token keyword">:</span> <span class="token string">"hue_turnon_Blue"</span>,
<span class="token string">"controls"</span><span class="token keyword">:</span> <span class="token punctuation">{</span>
<span class="token string">"sat"</span><span class="token keyword">:</span> <span class="token string">"254"</span>,
<span class="token string">"hue"</span><span class="token keyword">:</span> <span class="token string">"46920"</span>,
<span class="token string">"bri"</span><span class="token keyword">:</span> <span class="token string">"254"</span>,
<span class="token string">"on"</span><span class="token keyword">:</span> <span class="token string">"true"</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
<span class="token punctuation">]</span>
</pre><p><img src="./images/1.3_HowToInstallKsbFrameWork_07.png" alt="사물추론 확인화면" title="사물추론 확인화면"></p>
</div>
<div class="md-sidebar-toc"><ul>
<li><a href="#ksb-%EC%9D%B8%EA%B3%B5%EC%A7%80%EB%8A%A5-%ED%94%84%EB%A0%88%EC%9E%84%EC%9B%8C%ED%81%AC-%EC%84%A4%EC%B9%98">KSB 인공지능 프레임워크 설치</a>
<ul>
<li><a href="#host-pc-csle-%EC%82%AC%EC%9A%A9%EC%9E%90-%EA%B3%84%EC%A0%95%EA%B6%8C%ED%95%9C-administrator-%EC%83%9D%EC%84%B1%ED%95%98%EA%B8%B0">[Host PC] csle 사용자 계정(권한 : administrator) 생성하기</a></li>
<li><a href="#host-pc-hostname%EC%9D%84-csle1%EC%9C%BC%EB%A1%9C-%EB%B3%80%EA%B2%BD%ED%95%98%EA%B8%B0">[Host PC] hostname을 csle1으로 변경하기</a></li>
<li><a href="#host-pc-etchosts-%EC%88%98%EC%A0%95%ED%95%98%EA%B8%B0">[Host PC] /etc/hosts 수정하기</a></li>
<li><a href="#host-pc-java-8-oracle-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] java-8-oracle 설치하기</a></li>
<li><a href="#host-pc-ksb-%EA%B4%80%EB%A0%A8-%ED%94%84%EB%A1%9C%EA%B7%B8%EB%9E%A8-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] KSB 관련 프로그램 설치하기</a></li>
<li><a href="#host-pc-ssh-port-%EB%B3%80%EA%B2%BD-%EB%B0%8F-root-%EB%A1%9C%EA%B7%B8%EC%9D%B8-%EA%B0%80%EB%8A%A5%ED%95%98%EB%8F%84%EB%A1%9D-sshd-config-%EC%88%98%EC%A0%95%ED%95%98%EA%B8%B0">[Host PC] SSH port 변경 및 root 로그인 가능하도록 SSHD config 수정하기</a></li>
<li><a href="#host-pc-ssh-config-%EC%88%98%EC%A0%95%ED%95%98%EA%B8%B0-known_hosts%EC%97%90-%ED%98%B8%EC%8A%A4%ED%8A%B8-%EC%A0%80%EC%9E%A5-%EC%A7%88%EB%AC%B8%EC%9D%84-%ED%95%98%EC%A7%80-%EC%95%8A%EB%8F%84%EB%A1%9D-%EC%84%A4%EC%A0%95">[Host PC] SSH config 수정하기 (known_hosts에 호스트 저장 질문을 하지 않도록 설정)</a></li>
<li><a href="#host-pc-hadoop-273-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] Hadoop 2.7.3 설치하기</a></li>
<li><a href="#host-pc-spark-230-bin-hadoop27-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] spark-2.3.0-bin-hadoop2.7 설치하기</a></li>
<li><a href="#host-pc-hbase-124optional-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] hbase 1.2.4(optional) 설치하기</a></li>
<li><a href="#host-pc-kafka-211-01001optional-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] kafka 2.11-0.10.0.1(optional) 설치하기</a></li>
<li><a href="#host-pc-zookeeper-349optional-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] zookeeper 3.4.9(optional) 설치하기</a></li>
<li><a href="#host-pc-bashrc-%EC%84%A4%EC%A0%95-%EC%B6%94%EA%B0%80%ED%95%98%EA%B8%B0">[Host PC] bashrc 설정 추가하기</a></li>
<li><a href="#host-pc-anaconda3-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] Anaconda3 설치하기</a>
<ul>
<li><a href="#host-pc-%EA%B8%B0%ED%83%80-%EB%9D%BC%EC%9D%B4%EB%B8%8C%EB%9F%AC%EB%A6%AC-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] 기타 라이브러리 설치하기</a></li>
</ul>
</li>
<li><a href="#host-pc-tensorflow-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0-cpu%EB%B2%84%EC%A0%84">[Host PC] tensorflow 설치하기 (cpu버전)</a></li>
<li><a href="#host-pc-ksb-%ED%88%B4%EB%B0%95%EC%8A%A4-%ED%8C%8C%EC%9D%BC-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] KSB 툴박스 파일 설치하기</a></li>
<li><a href="#host-pc-ksb-csle-config-%ED%8C%8C%EC%9D%BC-%EC%84%A4%EC%A0%95%ED%95%98%EA%B8%B0">[Host PC] ksb-csle config 파일 설정하기</a></li>
<li><a href="#host-pc-startservicesh-stopservicesh-%EC%83%9D%EC%84%B1%ED%95%98%EA%B8%B0">[Host PC] startService.sh, stopService.sh 생성하기</a></li>
<li><a href="#host-pc-ksb-%ED%88%B4%EB%B0%95%EC%8A%A4-docker-%EC%9D%B4%EB%AF%B8%EC%A7%80%EB%82%B4-ssh-%ED%82%A4%EB%A5%BC-host-pc%EC%97%90-%EB%B3%B5%EC%82%AC%ED%95%98%EA%B8%B0">[Host PC] KSB 툴박스 docker 이미지내 SSH 키를 host pc에 복사하기</a></li>
<li><a href="#host-pc-ssh-%EC%9E%AC%EC%8B%9C%EC%9E%91%ED%95%98%EA%B8%B0">[Host PC] SSH 재시작하기</a></li>
<li><a href="#host-pc-hadoop-hdfs-%EC%82%AC%EC%9A%A9%EC%9E%90-%EA%B3%84%EC%A0%95-%EC%B6%94%EA%B0%80%ED%95%98%EA%B8%B0">[Host PC] Hadoop Hdfs 사용자 계정 추가하기</a></li>
<li><a href="#host-pc-ksb-%EC%A7%80%EC%8B%9D%EB%B2%A0%EC%9D%B4%EC%8A%A4-%EC%97%94%EC%A7%84-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">[Host PC] KSB 지식베이스 엔진 설치하기</a>
<ul>
<li><a href="#%EC%A7%80%EC%8B%9D%EB%B2%A0%EC%9D%B4%EC%8A%A4-%EC%97%94%EC%A7%84-%EA%B0%80%EC%A0%B8%EC%98%A4%EA%B8%B0">지식베이스 엔진 가져오기</a></li>
<li><a href="#play-framework-activator-%EC%84%A4%EC%B9%98%ED%95%98%EA%B8%B0">Play framework Activator 설치하기</a></li>
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