youngwookim/awesome-hadoop

Awesome Hadoop

A curated list of amazingly awesome Hadoop and Hadoop ecosystem resources. Inspired by Awesome PHP, Awesome Python and Awesome Sysadmin

目录

• Awesome Hadoop
  • Hadoop
  • YARN
  • NoSQL
  • SQL on Hadoop
  • Workflow, Lifecycle and Governance
  • Data Ingestion and Integration
  • DSL
  • Libraries and Tools
  • Realtime Data Processing
  • Distributed Computing and Programming
  • Packaging, Provisioning and Monitoring
  • Monitoring
  • Search
  • Benchmark
  • Machine learning and Big Data analytics
  • Misc.
• Resources
  • Websites
  • Presentations
  • Books
• Other Awesome Lists

Hadoop

• Apache Hadoop - Apache Hadoop
• Apache Tez
• SpatialHadoop - SpatialHadoop is a MapReduce extension to Apache Hadoop designed specially to work with spatial data.
• GIS Tools for Hadoop - Big Data Spatial Analytics for the Hadoop Framework
• Elasticsearch Hadoop - Elasticsearch real-time search and analytics natively integrated with Hadoop. Supports Map/Reduce, Cascading, Apache Hive and Apache Pig.
• dumbo - Python module that allows you to easily write and run Hadoop programs.
• hadoopy - Python MapReduce library written in Cython.
• mrjob - mrjob is a Python 2.5+ package that helps you write and run Hadoop Streaming jobs.
• pydoop - Pydoop is a package that provides a Python API for Hadoop.
• hdfs-du - HDFS-DU is an interactive visualization of the Hadoop distributed file system.
• White Elephant - Hadoop log aggregator and dashboard
• Kiji Project
• Genie - Genie provides REST-ful APIs to run Hadoop, Hive and Pig jobs, and to manage multiple Hadoop resources and perform job submissions across them.

YARN

• Apache Twill
• mpich2-yarn - Running MPICH2 on Yarn

NoSQL

Next Generation Databases mostly addressing some of the points: being non-relational, distributed, open-source and horizontally scalable.

• Apache HBase - Apache HBase
• Apache Phoenix - A SQL skin over HBase
• happybase - A developer-friendly Python library to interact with Apache HBase.
• Hannibal - Hannibal is tool to help monitor and maintain HBase-Clusters that are configured for manual splitting.
• Haeinsa - Haeinsa is linearly scalable multi-row, multi-table transaction library for HBase
• hindex - Secondary Index for HBase
• Apache Accumulo - The Apache Accumulo™ sorted, distributed key/value store is a robust, scalable, high performance data storage and retrieval system.
• OpenTSDB - The Scalable Time Series Database
• Apache Cassandra

SQL on Hadoop

SQL on Hadoop

• Apache Hive
• Cloudera Impala
• Presto
• Apache Tajo

• Hive Plugins

  • UDF
    • http://nexr.github.io/hive-udf/
    • https://github.com/edwardcapriolo/hive_cassandra_udfs
    • https://github.com/livingsocial/HiveSwarm
    • https://github.com/ThinkBigAnalytics/Hive-Extensions-from-Think-Big-Analytics
    • https://github.com/karthkk/udfs
    • https://github.com/kevinweil/elephant-bird - Twitter
    • https://github.com/lovelysystems/ls-hive
    • https://github.com/stewi2/hive-udfs
    • https://github.com/klout/brickhouse
    • https://github.com/markgrover/hive-translate (PostgreSQL translate())
    • https://github.com/deanwampler/HiveUDFs
    • https://github.com/myui/hivemall (Machine Learning UDF/UDAF/UDTF)
    • https://github.com/edwardcapriolo/hive-geoip (GeoIP UDF)
  • Storage Handler
    • https://github.com/dvasilen/Hive-Cassandra
    • https://github.com/yc-huang/Hive-mongo
    • https://github.com/balshor/gdata-storagehandler
    • https://github.com/karthkk/hive-hbase-json
    • https://github.com/sunsuk7tp/hive-hbase-integration
    • https://bitbucket.org/rodrigopr/redisstoragehandler
    • https://github.com/zhuguangbin/HiveJDBCStorageHanlder
    • https://github.com/chimpler/hive-solr
    • https://github.com/bfemiano/accumulo-hive-storage-manager
  • SerDe
    • https://github.com/rcongiu/Hive-JSON-Serde
    • https://github.com/mochi/hive-json-serde
    • https://github.com/ogrodnek/csv-serde
    • https://github.com/parag/HiveJsonSerde
    • https://github.com/johanoskarsson/hive-json-serde
    • https://github.com/electrum/hive-serde - JSON
    • https://github.com/karthkk/hive-hbase-json
  • Libraries and tools
    • https://github.com/forward/rbhive
    • https://github.com/synctree/activerecord-hive-adapter
    • https://github.com/hrp/sequel-hive-adapter
    • https://github.com/forward/node-hive
    • https://github.com/recruitcojp/WebHive
    • shib - WebUI for query engines: Hive and Presto
    • clive - Clojure library for interacting with Hive via Thrift
    • http://www.phphiveadmin.net/
    • https://github.com/anjuke/hwi
    • https://code.google.com/a/apache-extras.org/p/hipy/
    • https://github.com/dmorel/Thrift-API-HiveClient2 (Perl - HiveServer2)
    • PyHive - Python interface to Hive and Presto
    • https://github.com/recruitcojp/OdbcHive
    • Hive-Sharp
    • HiveRunner - An Open Source unit test framework for hadoop hive queries based on JUnit4
    • Beetest - A super simple utility for testing Apache Hive scripts locally for non-Java developers.
    • Hive_test- Unit test framework for hive and hive-service

• Apache Drill

Workflow, Lifecycle and Governance

• Apache Oozie - Apache Oozie
• Azkaban
• Apache Falcon - Data management and processing platform

Data Ingestion and Integration

• Apache Flume - Apache Flume
• Apache Sqoop - Apache Sqoop
• Apache Kafka - Apache Kafka
• Flume Plugins
  • Flume MongoDB Sink
  • Flume HornetQ Channel
  • Flume MessagePack Source
  • Flume RabbitMQ source and sink
  • Flume UDP Source
  • Stratio Ingestion - Custom sinks: Cassandra, MongoDB, Stratio Streaming and JDBC
  • Flume Custom Serializers
  • Real-time analytics in Apache Flume
  • .Net FlumeNG Clients
• Suro - Netflix's distributed Data Pipeline

DSL

**

• Apache Pig - Apache Pig
• Apache DataFu - A collection of libraries for working with large-scale data in Hadoop
• vahara - Machine learning and natural language processing with Apache Pig
• packetpig - Open Source Big Data Security Analytics
• akela - Mozilla's utility library for Hadoop, HBase, Pig, etc.
• seqpig - Simple and scalable scripting for large sequencing data set(ex: bioinfomation) in Hadoop
• Lipstick - Pig workflow visualization tool. Introducing Lipstick on A(pache) Pig
• PigPen - PigPen is map-reduce for Clojure, or distributed Clojure. It compiles to Apache Pig, but you don't need to know much about Pig to use it.

Libraries and Tools

**

• Kite Software Development Kit - A set of libraries, tools, examples, and documentation
• gohadoop - Native go clients for Apache Hadoop YARN.
• Hue - A Web interface for analyzing data with Apache Hadoop.
• Zeppelin
• Jumbune - Jumbune is an open-source product built for analyzing Hadoop cluster and MapReduce jobs.
• Apache Thrift
• Apache Avro - Apache Avro is a data serialization system.
• Elephant Bird - Twitter's collection of LZO and Protocol Buffer-related Hadoop, Pig, Hive, and HBase code.
• Spring for Apache Hadoop

Realtime Data Processing

• Apache Storm
• Apache Samza

Distributed Computing and Programming

• Apache Spark
• Apache Crunch
• Cascading - Cascading is the proven application development platform for building data applications on Hadoop.
• Apache Flink - Apache Flink is a platform for efficient, distributed, general-purpose data processing.

Packaging, Provisioning and Monitoring

• Apache Bigtop - Apache Bigtop: Packaging and tests of the Apache Hadoop ecosystem
• Apache Ambari - Apache Ambari
• Ganglia Monitoring System
• ankush - A big data cluster management tool that creates and manages clusters of different technologies.
• Apache Zookeeper - Apache Zookeeper
• Apache Curator - ZooKeeper client wrapper and rich ZooKeeper framework
• Buildoop - Hadoop Ecosystem Builder
• Deploop - The Hadoop Deploy System

Search

• ElasticSearch
• Apache Solr
• SenseiDB - Open-source, distributed, realtime, semi-structured database

Benchmark

**

• Big Data Benchmark
• HiBench
• Big-Bench
• hive-benchmarks
• hive-testbench - Testbench for experimenting with Apache Hive at any data scale.

Machine learning and Big Data analytics

• Apache Maout
• Cloudera Oryx - The Oryx open source project provides simple, real-time large-scale machine learning / predictive analytics infrastructure.
• MLlib - MLlib is Apache Spark's scalable machine learning library.
• R - R is a free software environment for statistical computing and graphics.
• RHive - RHive is an R extension facilitating distributed computing via Apache Hive.
• RHadoop

Misc.

Resources

Various resources, such as books, websites and articles.

Websites

Useful websites and articles

• Hadoop Weekly
• The Hadoop Ecosystem Table
• Hadoop 1.x vs 2
• Apache Hadoop YARN: Yet Another Resource Negotiator
• Introducing Apache Hadoop YARN
• Apache Hadoop YARN - Background and an Overview
• Apache Hadoop YARN - Concepts and Applications
• Apache Hadoop YARN - ResourceManager
• Apache Hadoop YARN - NodeManager
• Migrating to MapReduce 2 on YARN (For Users)
• Migrating to MapReduce 2 on YARN (For Operators)
• Hadoop and Big Data: Use Cases at Salesforce.com
• All you wanted to know about Hadoop, but were too afraid to ask: genealogy of elephants.
• What is Bigtop, and Why Should You Care?
• Hadoop - Distributions and Commercial Support
• Ganglia configuration for a small Hadoop cluster and some troubleshooting
• Hadoop illuminated - Open Source Hadoop Book
• NoSQL Database
• 10 Best Practices for Apache Hive
• Hadoop Operations at Scale

Presentations

• Hadoop 24/7
• An example Apache Hadoop Yarn upgrade
• Apache Hadoop In Theory And Practice
• Hadoop Operations at LinkedIn
• Hadoop Performance at LinkedIn

Books

• Hadoop: The Definitive Guide
• Hadoop Operations
• Apache Hadoop Yarn
• HBase: The Definitive Guide
• Programming Pig
• Programming Hive

Other Awesome Lists

Other amazingly awesome lists can be found in the awesome-awesomeness list.