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authorMartin Czygan <martin.czygan@gmail.com>2021-04-06 17:16:41 +0200
committerMartin Czygan <martin.czygan@gmail.com>2021-04-06 17:16:41 +0200
commit64603b78dffa43846172f27bb502b06230ebf2a3 (patch)
treec64ba4b2f01cd2d352c03f93df069b47f81bc57c /scratch/HelloWorld.ipynb
parent2d1b9424d9fe752082031a5c8e5e9c0583209b57 (diff)
downloadrefcat-64603b78dffa43846172f27bb502b06230ebf2a3.tar.gz
refcat-64603b78dffa43846172f27bb502b06230ebf2a3.zip
scratch notes on spark
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "6974daac",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from pyspark.sql import SparkSession\n",
+ "from pyspark.context import SparkContext"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "e72fbe47",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "pyspark.sql.session.SparkSession"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "SparkSession"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "9333e07a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "spark = SparkSession.builder.master(\"local\").appName(\"HelloWorld\").getOrCreate()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "adf79021",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " <div>\n",
+ " <p><b>SparkSession - hive</b></p>\n",
+ " \n",
+ " <div>\n",
+ " <p><b>SparkContext</b></p>\n",
+ "\n",
+ " <p><a href=\"http://192.168.179.73:4040\">Spark UI</a></p>\n",
+ "\n",
+ " <dl>\n",
+ " <dt>Version</dt>\n",
+ " <dd><code>v3.1.1</code></dd>\n",
+ " <dt>Master</dt>\n",
+ " <dd><code>local[*]</code></dd>\n",
+ " <dt>AppName</dt>\n",
+ " <dd><code>PySparkShell</code></dd>\n",
+ " </dl>\n",
+ " </div>\n",
+ " \n",
+ " </div>\n",
+ " "
+ ],
+ "text/plain": [
+ "<pyspark.sql.session.SparkSession at 0x7f63b4051650>"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "spark"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "324b74ca",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'3.1.1'"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "spark.version"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "856f2700",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sc = SparkContext.getOrCreate()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "7218a07f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " <div>\n",
+ " <p><b>SparkContext</b></p>\n",
+ "\n",
+ " <p><a href=\"http://192.168.179.73:4040\">Spark UI</a></p>\n",
+ "\n",
+ " <dl>\n",
+ " <dt>Version</dt>\n",
+ " <dd><code>v3.1.1</code></dd>\n",
+ " <dt>Master</dt>\n",
+ " <dd><code>local[*]</code></dd>\n",
+ " <dt>AppName</dt>\n",
+ " <dd><code>PySparkShell</code></dd>\n",
+ " </dl>\n",
+ " </div>\n",
+ " "
+ ],
+ "text/plain": [
+ "<SparkContext master=local[*] appName=PySparkShell>"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "sc"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "17114da3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "txt = sc.textFile('file:////usr/share/doc/python3/copyright')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "c1af9b77",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "file:////usr/share/doc/python3/copyright MapPartitionsRDD[4] at textFile at NativeMethodAccessorImpl.java:0"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "txt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "ee37564c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "pyspark.rdd.RDD"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "type(txt)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "208ef97a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "319"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "txt.count()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "06f807b8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "python_lines = txt.filter(lambda line: 'python' in line.lower())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "ff2835b7",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "52\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(python_lines.count())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "9c8ec8c7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['This is the Debian GNU/Linux prepackaged version of the Python programming',\n",
+ " 'language. Python was written by Guido van Rossum <guido@cwi.nl> and others.',\n",
+ " 'sources from ftp.python.org:/pub/python, based on the Debianization by',\n",
+ " 'Python was created in the early 1990s by Guido van Rossum at Stichting',\n",
+ " \"as a successor of a language called ABC. Guido remains Python's\",\n",
+ " 'In 1995, Guido continued his work on Python at the Corporation for',\n",
+ " 'In May 2000, Guido and the Python core development team moved to',\n",
+ " 'BeOpen.com to form the BeOpen PythonLabs team. In October of the same',\n",
+ " 'year, the PythonLabs team moved to Digital Creations (now Zope',\n",
+ " 'Corporation, see http://www.zope.com). In 2001, the Python Software',\n",
+ " 'Foundation (PSF, see http://www.python.org/psf/) was formed, a',\n",
+ " 'non-profit organization created specifically to own Python-related',\n",
+ " 'All Python releases are Open Source (see http://www.opensource.org for',\n",
+ " 'the Open Source Definition). Historically, most, but not all, Python',\n",
+ " \"(1) GPL-compatible doesn't mean that we're distributing Python under\",\n",
+ " ' the GPL. All Python licenses, unlike the GPL, let you distribute',\n",
+ " ' GPL-compatible licenses make it possible to combine Python with',\n",
+ " 'B. TERMS AND CONDITIONS FOR ACCESSING OR OTHERWISE USING PYTHON',\n",
+ " 'PYTHON SOFTWARE FOUNDATION LICENSE VERSION 2',\n",
+ " '1. This LICENSE AGREEMENT is between the Python Software Foundation',\n",
+ " 'otherwise using this software (\"Python\") in source or binary form and',\n",
+ " 'distribute, and otherwise use Python alone or in any derivative version,',\n",
+ " 'Python Software Foundation; All Rights Reserved\" are retained in Python alone or',\n",
+ " 'or incorporates Python or any part thereof, and wants to make',\n",
+ " 'the changes made to Python.',\n",
+ " '4. PSF is making Python available to Licensee on an \"AS IS\"',\n",
+ " 'FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF PYTHON WILL NOT',\n",
+ " '5. PSF SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF PYTHON',\n",
+ " 'A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING PYTHON,',\n",
+ " '8. By copying, installing or otherwise using Python, Licensee',\n",
+ " 'BEOPEN.COM LICENSE AGREEMENT FOR PYTHON 2.0',\n",
+ " 'BEOPEN PYTHON OPEN SOURCE LICENSE AGREEMENT VERSION 1',\n",
+ " '2. Subject to the terms and conditions of this BeOpen Python License',\n",
+ " 'provided, however, that the BeOpen Python License is retained in the',\n",
+ " 'third party. As an exception, the \"BeOpen Python\" logos available at',\n",
+ " 'http://www.pythonlabs.com/logos.html may be used according to the',\n",
+ " 'CNRI LICENSE AGREEMENT FOR PYTHON 1.6.1',\n",
+ " '(\"Licensee\") accessing and otherwise using Python 1.6.1 software in',\n",
+ " 'prepare derivative works, distribute, and otherwise use Python 1.6.1',\n",
+ " 'Reserved\" are retained in Python 1.6.1 alone or in any derivative',\n",
+ " 'quotes): \"Python 1.6.1 is made available subject to the terms and',\n",
+ " 'Python 1.6.1 may be located on the Internet using the following',\n",
+ " 'or incorporates Python 1.6.1 or any part thereof, and wants to make',\n",
+ " 'the changes made to Python 1.6.1.',\n",
+ " '4. CNRI is making Python 1.6.1 available to Licensee on an \"AS IS\"',\n",
+ " 'FOR ANY PARTICULAR PURPOSE OR THAT THE USE OF PYTHON 1.6.1 WILL NOT',\n",
+ " '5. CNRI SHALL NOT BE LIABLE TO LICENSEE OR ANY OTHER USERS OF PYTHON',\n",
+ " 'A RESULT OF MODIFYING, DISTRIBUTING, OR OTHERWISE USING PYTHON 1.6.1,',\n",
+ " 'on Python 1.6.1 that incorporate non-separable material that was',\n",
+ " 'installing or otherwise using Python 1.6.1, Licensee agrees to be',\n",
+ " 'CWI LICENSE AGREEMENT FOR PYTHON 0.9.0 THROUGH 1.2',\n",
+ " 'py3compile, py3clean and debpython module:']"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "python_lines.collect()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9c60ff17",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "cgraph",
+ "language": "python",
+ "name": "cgraph"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}