Giter Site home page Giter Site logo

pyspark-on-aws-emr's Introduction

PySpark en AWS EMR

Install python dependencies :

Create requirements.txt file with all depencies and upload to S3 Bucket.

Create depencies.sh file :

#!/bin/bash
sudo pip-3.4 install -r https://s3.amazonaws.com/bucket/requirements.txt

Use EMR’s bootstrap

Configure EMR with python :

Create configuration.js

[
    {
        "Classification": "spark-env",
        "Properties": {},
        "Configurations": [
            {
                "Classification": "export",
                "Properties": {
                    "PYSPARK_PYTHON": "python34"
                },
                "Configurations": []
            }
        ]
    }
]

Create cluster with configuration

Example :

aws emr create-cluster [..config..] --region eu-central-1 --configurations file://configurations.json --bootstrap-action Path="s3://bucket/dependencies.sh"

Add step :

alt text

Acces log

Go SSH on instance :

ssh -i xxxp.em [email protected]

Display logs :

yarn logs -applicationId <applicationID>

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.