一、安装ipython
下载ipython, https://pypi.python.org/packages/source/i/ipython/ipython-2.2.0.tar.gz#md5=b91d3724f655a8e16d022772f696cfd5
cd /app/softwares/ipython tar -zxvf ipython-2.2.0.tar.gz cd ipython-2.2.0 python2.7 setup.py install ln -s /usr/local/python2.7/bin/ipython /usr/bin/ipython
二、配置ipython notebook
ipython profile create nbserver cd ~/.ipython/profile_nbserver/ openssl req -x509 -nodes -days 365 -newkey rsa:1024 -keyout mycert.pem -out mycert.pem
在出现的提示中进行信息填写:
Country Name (2 letter code) [XX]:CN State or Province Name (full name) []:Guangdong Locality Name (eg, city) [Default City]:Shenzhen Organization Name (eg, company) [Default Company Ltd]:* Organizational Unit Name (eg, section) []:ShuJuPingTaiBu Common Name (eg, your name or your server's hostname) []:* Email Address []:*
生成加密的密码:
python2.7 -c "import IPython;print IPython.lib.passwd()" Enter password: Verify password: sha1:5ba5d1a5aa4f:6edaa277f374497b1d026b799b473b3ef7f8c636
ipython profile create nbserver
vi2 ipython_notebook_config.py
# This starts plotting support always with matplotlib c.IPKernelApp.pylab = 'inline' # You must give the path to the certificate file. # If using a Linux VM: c.NotebookApp.certfile = u'/root/.ipython/profile_nbserver/mycert.pem' # Create your own password as indicated above c.NotebookApp.password = u'sha1:5ba5d1a5aa4f:6edaa277f374497b1d026b799b473b3ef7f8c636' # Network and browser details. We use a fixed port (9999) so it matches # our Windows Azure setup, where we've allowed traffic on that port c.NotebookApp.ip = '*' c.NotebookApp.port = 9999 c.NotebookApp.open_browser = False
启动ipython notebook server
ipython notebook --profile=nbserver
安装pyzmq,需要安装zeromq
下载zeromq,http://download.zeromq.org/zeromq-4.0.4.tar.gz
./configure make && make install
下载pyzmq,https://pypi.python.org/packages/source/p/pyzmq/pyzmq-14.3.1.tar.gz#md5=7196b4a6fbf98022f17ffa924be3d68d
ln -s /usr/local/lib/libzmq.so.3 /usr/local/include/ python2.7 setup.py install --zmq=/usr/local/
安装Jinja2, 需要安装distribute
下载jinja2,https://pypi.python.org/packages/source/J/Jinja2/Jinja2-2.7.3.tar.gz
python2.7 setup.py install
下载distribute,https://pypi.python.org/packages/source/d/distribute/distribute-0.7.3.zip#md5=c6c59594a7b180af57af8a0cc0cf5b4a
python2.7 setup.py install
安装makeupsafe,https://pypi.python.org/packages/source/M/MarkupSafe/MarkupSafe-0.23.tar.gz
python2.7 setup.py install
安装tornado,需要安装backports.ssl_match_hostname和certifi
https://pypi.python.org/packages/source/t/tornado/tornado-4.0.2.tar.gz
https://pypi.python.org/packages/source/b/backports.ssl_match_hostname/backports.ssl_match_hostname-3.4.0.2.tar.gz
https://pypi.python.org/packages/source/c/certifi/certifi-14.05.14.tar.gz
安装sqlite3
http://blog.csdn.net/gl1987807/article/details/7253021
安装 sqlite-devel.x86_64
yum install sqlite-devel.x86_64
安装sqlite-devel之后,仍然报sqlite3模块不存在的问题,解决该问题,参考http://stackoverflow.com/questions/1210664/no-module-named-sqlite3
重新编译python2.7.5
cp /app/softwares/python/Python-2.7.5/build/lib.linux-x86_64-2.7/_sqlite3.so /usr/local/python2.7/lib/python2.7/sqlite3/
安装MathJax,https://github.com/mathjax/MathJax/archive/2.4.0.tar.gz
cd /app/softwares/ipython python2.7 -m IPython.external.mathjax MathJax-2.4.0.tar.gz
测试 ipython notebook使用,参考示例:http://www.cnblogs.com/cbscan/p/3545084.html
from IPython.display import Latex Latex(r"$\sqrt{x^2+y^2}$") Out[1]: $\sqrt{x^2+y^2}$ %load_ext sympyprinting from sympy import * x, y = symbols("x,y") sqrt(x**2+y**2) ImportError: No module named sympy
下载安装sympy,https://pypi.python.org/packages/source/s/sympy/sympy-0.7.5.tar.gz
from sympy import init_printing ; init_printing() from sympy import * x, y = symbols("x,y") sqrt(x**2+y**2) Out[7]: $$\sqrt{x^{2} + y^{2}}$$
%pylab inline plot(random.randn(100)); ImportError: No module named matplotlib
下载安装matplotlib,https://pypi.python.org/packages/source/m/matplotlib/matplotlib-1.4.0.tar.gz#md5=1daf7f2123d94745feac1a30b210940c
安装新版freetype,http://download.savannah.gnu.org/releases/freetype/freetype-2.5.3.tar.gz
安装新版numpy
https://pypi.python.org/packages/source/n/numpy/numpy-1.9.0.tar.gz#md5=510cee1c6a131e0a9eb759aa2cc62609
https://pypi.python.org/packages/source/m/mock/mock-1.0.1.tar.gz#md5=c3971991738caa55ec7c356bbc154ee2
https://pypi.python.org/packages/source/n/nose/nose-1.3.4.tar.gz#md5=6ed7169887580ddc9a8e16048d38274d
https://pypi.python.org/packages/source/p/pyparsing/pyparsing-2.0.2.tar.gz#md5=b170c5d153d190df1a536988d88e95c1
https://pypi.python.org/packages/source/p/python-dateutil/python-dateutil-2.2.tar.gz#md5=c1f654d0ff7e33999380a8ba9783fd5c
https://pypi.python.org/packages/source/s/six/six-1.8.0.tar.gz#md5=1626eb24cc889110c38f7e786ec69885
三、在ipython notebook中整合spark
在/etc/profile中添加
export PYTHONPATH=$SPARK_HOME/python/:$PYTHONPATH export PYTHONPATH=$SPARK_HOME/python/lib/py4j-0.8.2.1-src.zip:$PYTHONPATH export PYSPARK_PYTHON=python2.7
在python中测试:
>>> from pyspark import SparkConf, SparkContext >>> conf = SparkConf().setMaster("spark://ip:19002").setAppName("pyspark") >>> sc = SparkContext(conf = conf) >>> data = [1, 2, 3, 4, 5] >>> distData = sc.parallelize(data, 1) >>> distData ParallelCollectionRDD[0] at parallelize at PythonRDD.scala:315 >>> distData.count() >>> distData.first()
另外,也可以使用下述命令导入spark模块,并初始化SparkContext
execfile("/app/spark/python/pyspark/shell.py")
之后可直接使用sc,测试如下:
file = sc.textFile("/tmp/test_spark/input") data = file.flatMap(lambda line: line.split(" "))
data.collect()