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awesome-spark

A curated list of awesome Apache Spark packages and resources.
https://github.com/eliasah/awesome-spark

Last synced: 5 days ago
JSON representation

  • Packages

    • Notebooks and IDEs

      • Spark Notebook - commit/spark-notebook/spark-notebook.svg"> - Scalable and stable Scala and Spark focused notebook bridging the gap between JVM and Data Scientists (incl. extendable, typesafe and reactive charts).
      • sparkmagic - commit/jupyter-incubator/sparkmagic.svg"> - [Jupyter](https://jupyter.org/) magics and kernels for working with remote Spark clusters, for interactively working with remote Spark clusters through [Livy](https://github.com/cloudera/livy), in Jupyter notebooks.
      • Apache Zeppelin - commit/apache/zeppelin.svg"> - Web-based notebook that enables interactive data analytics with plugable backends, integrated plotting, and extensive Spark support out-of-the-box.

    • Language Bindings

      • Flambo - commit/yieldbot/flambo.svg"> - Clojure DSL.
      • Mobius - commit/Microsoft/Mobius.svg"> - C# bindings.
      • sparklyr - commit/rstudio/sparklyr.svg"> - An alternative R backend, using [`dplyr`](https://github.com/hadley/dplyr).
      • sparkle - commit/tweag/sparkle.svg"> - Haskell on Apache Spark.
      • Flambo - commit/yieldbot/flambo.svg"> - Clojure DSL.
      • sparklyr - commit/rstudio/sparklyr.svg"> - An alternative R backend, using [`dplyr`](https://github.com/hadley/dplyr).

    • General Purpose Libraries

      • Succinct - commit/amplab/succinct.svg">- Support for efficient queries on compressed data.

    • SQL Data Sources

      • Spark CSV - commit/databricks/spark-csv.svg"> - CSV reader and writer (obsolete since Spark 2.0 [[SPARK-12833]](https://issues.apache.org/jira/browse/SPARK-12833)).
      • Spark Avro - commit/databricks/spark-avro.svg"> - [Apache Avro](https://avro.apache.org/) reader and writer.
      • Spark-Mongodb - commit/Stratio/Spark-MongoDB.svg"> - MongoDB reader and writer.
      • Spark Cassandra Connector - commit/datastax/spark-cassandra-connector.svg"> - Cassandra support including data source and API and support for arbitrary queries.
      • Spark Riak Connector - commit/basho/spark-riak-connector.svg"> - Riak TS & Riak KV connector.
      • Mongo-Spark - commit/mongodb/mongo-spark.svg"> - Official MongoDB connector.
      • OrientDB-Spark - commit/orientechnologies/spark-orientdb.svg"> - Official OrientDB connector.
      • Spark XML - commit/databricks/spark-xml.svg"> - XML parser and writer.

    • Bioinformatics

      • ADAM - commit/bigdatagenomics/adam.svg"> - Set of tools designed to analyse genomics data.
      • Hail - commit/hail-is/hail.svg"> - Genetic analysis framework.

    • GIS

      • Magellan - commit/harsha2010/magellan.svg"> - Geospatial analytics using Spark.

    • Time Series Analytics

      • flint - commit/twosigma/flint.svg"> - A time series library for Apache Spark.

    • Graph Processing

      • Mazerunner - commit/neo4j-contrib/neo4j-mazerunner.svg"> - Graph analytics platform on top of Neo4j and GraphX.
      • GraphFrames - commit/graphframes/graphframes.svg"> - Data frame based graph API.
      • SparklingGraph - commit/sparkling-graph/sparkling-graph.svg"> - Library extending GraphX features with multiple functionalities useful in graph analytics (measures, generators, link prediction etc.).

    • Machine Learning Extension

      • dbscan-on-spark - commit/irvingc/dbscan-on-spark.svg"> - An Implementation of the DBSCAN clustering algorithm on top of Apache Spark by [irvingc](https://github.com/irvingc) and based on the paper from He, Yaobin, et al. [MR-DBSCAN: a scalable MapReduce-based DBSCAN algorithm for heavily skewed data](https://www.researchgate.net/profile/Yaobin_He/publication/260523383_MR-DBSCAN_a_scalable_MapReduce-based_DBSCAN_algorithm_for_heavily_skewed_data/links/0046353a1763ee2bdf000000.pdf).
      • spark-sklearn - commit/databricks/spark-sklearn.svg"> - Scikit-learn integration with distributed model training.
      • JPMML-Spark - commit/jpmml/jpmml-spark.svg"> - PMML transformer library for Spark ML.
      • Distributed Keras - commit/cerndb/dist-keras.svg"> - Distributed deep learning framework with PySpark and Keras.
      • ModelDB - commit/mitdbg/modeldb.svg"> - A system to manage machine learning models for `spark.ml` and [`scikit-learn`](https://github.com/scikit-learn/scikit-learn) <img src="https://img.shields.io/github/last-commit/scikit-learn/scikit-learn.svg">.
      • Sparkling Water - commit/h2oai/sparkling-water.svg"> - [H2O](http://www.h2o.ai/) interoperability layer.
      • MLeap - commit/combust/mleap.svg"> - Execution engine and serialization format which supports deployment of `o.a.s.ml` models without dependency on `SparkSession`.
      • Mahout Spark Bindings - linear algebra DSL and optimizer with R-like syntax.
      • KeystoneML - Type safe machine learning pipelines with RDDs.

    • Middleware

      • Livy - commit/cloudera/livy.svg"> - REST server with extensive language support (Python, R, Scala), ability to maintain interactive sessions and object sharing.
      • spark-jobserver - commit/spark-jobserver/spark-jobserver.svg"> - Simple Spark as a Service which supports objects sharing using so called named objects. JVM only.
      • Mist - commit/Hydrospheredata/mist.svg"> - Service for exposing Spark analytical jobs and machine learning models as realtime, batch or reactive web services.
      • Apache Toree - commit/apache/incubator-toree.svg"> - IPython protocol based middleware for interactive applications.

    • Utilities

      • silex - commit/willb/silex.svg"> - Collection of tools varying from ML extensions to additional RDD methods.
      • sparkly - commit/Tubular/sparkly.svg"> - Helpers & syntactic sugar for PySpark.
      • pyspark-stubs - commit/zero323/pyspark-stubs.svg"> - Static type annotations for PySpark.
      • Flintrock - commit/nchammas/flintrock.svg"> - A command-line tool for launching Spark clusters on EC2.

    • Natural Language Processing

      • spark-corenlp - commit/databricks/spark-corenlp.svg"> - DataFrame wrapper for [Stanford CoreNLP](https://stanfordnlp.github.io/CoreNLP/).
      • spark-nlp - commit/JohnSnowLabs/spark-nlp.svg"> - Natural language processing library built on top of Apache Spark ML.

    • Interfaces

      • Blaze - commit/blaze/blaze.svg"> - Interface for querying larger than memory datasets using Pandas-like syntax. It supports both Spark `DataFrames` and `RDDs`.
      • Apache Beam - commit/apache/beam.svg"> - Unified data processing engine supporting both batch and streaming applications. Apache Spark is one of the supported execution environments.

    • Testing

      • spark-testing-base - commit/holdenk/spark-testing-base.svg"> - Collection of base test classes.
      • spark-fast-tests - commit/MrPowers/spark-fast-tests.svg"> - A lightweight and fast testing framework.

    • Workflow Management

      • Cromwell - commit/broadinstitute/cromwell.svg"> - Workflow management system with [Spark backend](https://github.com/broadinstitute/cromwell#spark-backend).

    • Streaming

      • Apache Bahir - commit/apache/bahir.svg"> - Collection of the streaming connectors excluded from Spark 2.0 (Akka, MQTT, Twitter. ZeroMQ).

  • Resources

    • Books

      • Spark Gotchas - Subjective compilation of tips, tricks and common programming mistakes.
      • Learning Spark, Lightning-Fast Big Data Analysis - Slightly outdated (Spark 1.3) introduction to Spark API. Good source of knowledge about basic concepts.
      • Spark in Action - New book in the Manning's "in action" family with +400 pages. Starts gently, step-by-step and covers large number of topics. Free excerpt on how to [setup Eclipse for Spark application development](http://freecontent.manning.com/how-to-start-developing-spark-applications-in-eclipse/) and how to bootstrap a new application using the provided Maven Archetype. You can find the accompanying GitHub repo [here](https://github.com/spark-in-action/first-edition).

    • Projects Using Spark

      • Oryx 2 - [Lambda architecture](http://lambda-architecture.net/) platform built on Apache Spark and [Apache Kafka](http://kafka.apache.org/) with specialization for real-time large scale machine learning.
      • Photon ML - A machine learning library supporting classical Generalized Mixed Model and Generalized Additive Mixed Effect Model.
      • Crossdata - Data integration platform with extended DataSource API and multi-user environment.
      • PredictionIO - Machine Learning server for developers and data scientists to build and deploy predictive applications in a fraction of the time.

    • Docker Images

    • Papers

    • MOOCS

      • Data Science and Engineering with Apache Spark (edX XSeries) - Series of five courses ([Introduction to Apache Spark](https://www.edx.org/course/introduction-apache-spark-uc-berkeleyx-cs105x), [Distributed Machine Learning with Apache Spark](https://www.edx.org/course/distributed-machine-learning-apache-uc-berkeleyx-cs120x), [Big Data Analysis with Apache Spark](https://www.edx.org/course/big-data-analysis-apache-spark-uc-berkeleyx-cs110x), [Advanced Apache Spark for Data Science and Data Engineering](https://www.edx.org/course/advanced-apache-spark-data-science-data-uc-berkeleyx-cs115x), [Advanced Distributed Machine Learning with Apache Spark](https://www.edx.org/course/advanced-distributed-machine-learning-uc-berkeleyx-cs125x)) covering different aspects of software engineering and data science. Python oriented.

    • Miscellaneous

      • Apache Spark User List - spark-developers-list.1001551.n3.nabble.com/) - Mailing lists dedicated to usage questions and development topics respectively.

    • Blogs

      • Spark Technology Center - Great source of highly diverse posts related to Spark ecosystem. From practical advices to Spark commiter profiles.
      • Spark Technology Center - Great source of highly diverse posts related to Spark ecosystem. From practical advices to Spark commiter profiles.
Programming Languages
Scala 25 Python 8 Java 5 R 2 Haskell 1 Shell 1 Terra 1 C# 1 Clojure 1 JavaScript 1
Categories
Packages 50 Resources 15 License 1
Sub Categories
Machine Learning Extension 9 SQL Data Sources 8 Language Bindings 6 Projects Using Spark 4 Middleware 4 Utilities 4 Graph Processing 3 Books 3 Notebooks and IDEs 3 Papers 2 Interfaces 2 Testing 2 Bioinformatics 2 Blogs 2 Natural Language Processing 2 Miscellaneous 2 Docker Images 2 General Purpose Libraries 1 Time Series Analytics 1 MOOCS 1 GIS 1 Streaming 1 Workflow Management 1
Keywords
spark 17 apache-spark 12 machine-learning 7 scala 7 pyspark 6 python 5 big-data 4 livy 3 r 3 tensorflow 3 bioinformatics 3 transformers 2 sparklyr 2 rstats 2 remote-clusters 2 java 2 genomics 2 ide 2 dplyr 2 distributed 2 data-science 2 notebook 2 scikit-learn 2 avro 1 deep-learning 1 data-parallelism 1 parquet 1 parameter-tuning 1 genetics 1 gwas 1 hail 1 software 1 vcf 1 geojson 1 grid-search 1 timeseries 1 sparksql 1 shapefile 1 magellan 1 geospatial-processing 1 geospatial-analytics 1 geospatial-analysis 1 geospatial 1 reactive 1 bigdata 1 csharp 1 dataframe 1 dataset 1 dstream 1 eventhubs 1