Repository: accumulo-website Updated Branches: refs/heads/asf-site fd82a85e9 -> fd45f7a21 refs/heads/master b7e5e7b44 -> a71056ca8
http://git-wip-us.apache.org/repos/asf/accumulo-website/blob/a71056ca/papers/index.md ---------------------------------------------------------------------- diff --git a/papers/index.md b/papers/index.md deleted file mode 100644 index 074e224..0000000 --- a/papers/index.md +++ /dev/null @@ -1,112 +0,0 @@ ---- -title: Related Links ---- - -## Papers and Presentations - -{: #citationtable .table .table-bordered .table-striped style="width:100%;" } -| Title | Links | Category | Venue | Peer-Reviewed | Awards | -|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------|--------------|----------------------------------------------------------------|---------------|---------------------| -| Prout, Andrew, et al. "Enabling On-Demand Database Computing with MIT SuperCloud Database Management System." IEEE HPEC 2015. | [paper][p01] | Architecture | IEEE HPEC 2015 | Yes | | -| Hubbell, Matthew, et al. "Big Data Strategies for Data Center Infrastructure Management Using a 3D Gaming Platform." IEEE HPEC 2015. | [paper][p02] | Use Cases | IEEE HPEC 2015 | Yes | | -| Gadepally, Vijay, et al. "Computing on Masked Data to improve the Security of Big Data." IEEE HST 2015. | [paper][p03] | Use Cases | IEEE HST 2015 | Yes | | -| Kepner, Jeremy, et al. "Associative Arrays: Unified Mathematics for Spreadsheets, Databases, Matrices, and Graphs." New England Database Summit 2015. | [paper][p04] | Use Cases | New England Database Summit 2015 | Yes | | -| Achieving 100,000,000 database inserts per second using Accumulo and D4M - Kepner et al IEEE HPEC 2014 | [paper][p05] | Performance | IEEE HPEC 2014 | Yes | | -| Evaluating Accumulo Performance for a Scalable Cyber Data Processing Pipeline - Sawyer et al IEEE HPEC 2014 | [paper][p06] | Performance | IEEE HPEC 2014 | Yes | | -| Understanding Query Performance in Accumulo - Sawyer et al IEEE HPEC 2013 | [paper][p07] | Performance | IEEE HPEC 2013 | Yes | | -| Benchmarking Apache Accumulo BigData Distributed Table Store Using Its Continuous Test Suite - Sen et al 2013 IEEE International Congress on Big Data. | [paper][p08] | Performance | IEEE International Congress on Big Data 2013 | Yes | | -| Benchmarking the Apache Accumulo Distributed Key-Value Store - Sen et al 2014 Updated version of the IEEE paper, including edits for clarity and additional results from benchmarking on Amazon EC2. | [paper][p09] | Performance | Online | No | | -| Computing on Masked Data: a High Performance Method for Improving Big Data Veracity - Kepner et al IEEE HPEC 2014 | [paper][p10] | Security | IEEE HPEC 2014 | Yes | | -| D4M 2.0 Schema: A General Purpose High Performance Schema for the Accumulo Database - Kepner et al IEEE HPEC 2013 | [paper][p11] [slides][s11] | Architecture | IEEE HPEC 2013 | Yes | | -| Genetic Sequence Matching Using D4M Big Data Approaches - Dodson et al IEEE HPEC 2014 | | Use Cases | IEEE HPEC 2014 | Yes | Best Paper Finalist | -| Big Data Dimensional Analysis - Gadepally et al IEEE HPEC 2014 | | Use Cases | IEEE HPEC 2014 | Yes | | -| LLSuperCloud: Sharing HPC systems for diverse rapid prototyping - Reuther et al IEEE HPEC 2013 | [paper][p12] [slides][s12] | Architecture | IEEE HPEC 2013 | Yes | | -| Spatio-temporal indexing in non-relational distributed databases - Fox et al 2013 IEEE International Congress on Big Data | [paper][p13] | Use Cases | IEEE International Congress on Big Data 2013 | Yes | | -| Typograph: Multiscale spatial exploration of text documents - Endert, Alex, et al 2013 IEEE International Congress on Big Data | [paper][p14] | Use Cases | IEEE International Congress on Big Data 2013 | Yes | | -| UxV Data to the Cloud via Widgets - Charles et al 18th International Command & Control Research & Technology Symposium 2013 | [paper][p15] | Use Cases | Command & Control Research & Technology Symposium 2013 | Yes | | -| Driving Big Data With Big Compute - Byun et al IEEE HPEC 2012 | [paper][p16] [slides][s16] | Architecture | IEEE HPEC 2012 | Yes | | -| Large Scale Network Situational Awareness Via 3D Gaming Technology - Hubbell et al IEEE HPEC 2012 | [paper][p17] [slides][s17] | Use Cases | IEEE HPEC 2012 | Yes | | -| Rya: a scalable RDF triple store for the clouds - Punnoose et al 1st International Workshop on Cloud Intelligence, ACM, 2012 | [paper][p18] | Architecture | ACM International Workshop on Cloud Intelligence 2012 | Yes | | -| Dynamic distributed dimensional data model (D4M) database and computation system - Kepner et al ICASSP 2012 | [paper][p19] [slides][s19] | Architecture | ICASSP 2012 | Yes | | -| An NSA Big Graph experiment (Technical Report NSA-RD-2013-056002v1) | [slides][s20] | Performance | Technical Report | No | | -| Patil, Swapnil, et al. "YCSB++: benchmarking and performance debugging advanced features in scalable table stores." Proceedings of the 2nd ACM Symposium on Cloud Computing. ACM, 2011. | [paper][p21] [slides][s21] | Performance | ACM Symposium on Cloud Computing 2011 | Yes | | -| Turner, Keith "Apache Accumulo 1.4 & 1.5 Features." February, 2012 | [slides][s22] | Architecture | Meetup | No | | -| Fuchs, Adam "Accumulo: Extensions to Google's Bigtable Design." March, 2012 | [slides][s23] | Architecture | Meetup | No | | -| Miner, Donald "An Introduction to Apache Accumulo - how it works, why it exists, and how it is used." August, 2014 | [slides][s24] | Architecture | Online | No | | - -<script type="text/javascript"> -$(function() { -$("#citationtable").dataTable(); -}); -</script> - -## Conferences and Meetups - - Accumulo Summit: - - [Summit Website](http://accumulosummit.com) - - [2014 Accumulo Summit Slides](https://www.slideshare.net/AccumuloSummit) - - IEEE HPEC - - [Conference Website](http://ieee-hpec.org/) - - Strata + Hadoop World Meetup 24 Oct 2012 - - [Accumulo standalone AMI](https://aws.amazon.com/amis/accumulo-standalone-20121019) - - [Large-scale web analytics with Accumulo (and Nutch/Gora, Pig, and Storm)](https://www.slideshare.net/jasontrost/accumulo-at-endgame) - - [Compaction and Splitting in Accumulo](https://www.slideshare.net/hortonworks/compaction-and-splitting-in-apache-accumulo) - - -## Blog Posts and Writeups - - [Codebits Blogs](http://affy.blogspot.com/search?q=accumulo&by-date=true) - - [Implement Word Count in Accumulo](http://affy.blogspot.com/2012/04/implement-word-count-in-accumulo.html) - - [Using Accumulo To Calculate Seven Day Rolling Average](http://affy.blogspot.com/2012/04/using-accumulo-to-calculate-seven-day.html) - - [covert.io blogs](http://www.covert.io/) - - [Accumulo, Nutch, and Gora](http://www.covert.io/post/18414889381/accumulo-nutch-and-gora) - - [Accumulo and Pig](http://www.covert.io/post/18605091231/accumulo-and-pig) - - [Accumulo on MapR](https://www.mapr.com/blog/accumulo-on-mapr) [More Accumulo on MapR](http://blog.stavi.sh/instructions-for-running-accumulo-on-mapr-m5) - - [Accumulo on Ubuntu VirtualBox](https://gist.github.com/1535657) - - [Accumulo on EC2](http://www.accumulodata.com/ec2.html) - -## Books - - [Apache Accumulo for Developers (Packt Publishing)](https://www.packtpub.com/apache-accumulo-for-developers/book) - - [Accumulo: Application Development, Table Design, and Best Practices (O'Reilly Media)](https://shop.oreilly.com/product/0636920032304.do) - -## Meetup Groups - - [Accumulo Users Group - DC VA MD](https://www.meetup.com/Accumulo-Users-DC/) - - [Search for more](https://www.meetup.com/find/?keywords=accumulo) - -## Reference - - [Log-Structured Merge Tree](https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.44.2782&rep=rep1&type=pdf) - - [BigTable](https://research.google.com/archive/bigtable.html) - - [GFS](https://research.google.com/archive/gfs.html) - - [Chubby](https://research.google.com/archive/chubby.html) - - [Dapper](https://research.google.com/pubs/pub36356.html) - - [Bloom Filter](https://en.wikipedia.org/wiki/Bloom_filter) - - -[p01]: https://arxiv.org/abs/1506.08506 -[p02]: https://arxiv.org/abs/1506.08505 -[p03]: https://arxiv.org/abs/1504.01287 -[p04]: https://arxiv.org/abs/1501.05709 -[p05]: https://arxiv.org/abs/1406.4923 -[p06]: https://arxiv.org/abs/1407.5661 -[p07]: http://ieee-hpec.org/2013/index_htm_files/28-2868615.pdf -[p08]: https://sqrrl.com/media/Accumulo-Benchmark-10312013-1.pdf -[p09]: accumulo-benchmarking-2.1.pdf -[p10]: https://arxiv.org/abs/1406.5751 -[p11]: http://ieee-hpec.org/2013/index_htm_files/11-Kepner-D4Mschema-IEEE-HPEC.pdf -[s11]: http://ieee-hpec.org/2013/index_htm_files/11_130716-D4Mschema.pdf -[p12]: http://ieee-hpec.org/2013/index_htm_files/26-HPEC13_LLSuperCloud_Reuther_final.pdf -[s12]: http://ieee-hpec.org/2013/index_htm_files/HPEC+2013+Reuther+SuperCloud+final.pdf -[p13]: http://geomesa.github.io/assets/outreach/SpatioTemporalIndexing_IEEEcopyright.pdf -[p14]: https://people.cs.vt.edu/aendert/Alex_Endert/Research_files/Typograph.pdf -[p15]: http://www.dodccrp.org/events/18th_iccrts_2013/post_conference/papers/051.pdf -[p16]: http://www.mit.edu/~kepner/pubs/ByunKepner_2012_BigData_Paper.pdf -[s16]: http://ieee-hpec.org/2012/index_htm_files/42_ID18.pptx -[p17]: http://ieee-hpec.org/2012/index_htm_files/HPEC12_Hubbell.pdf -[s17]: http://ieee-hpec.org/2012/index_htm_files/31_ID20.pptx -[p18]: https://sqrrl.com/media/Rya_CloudI20121.pdf -[p19]: http://www.mit.edu/~kepner/pubs/Kepner_2012_D4M_Paper.pdf -[s19]: http://www.mit.edu/~kepner/pubs/Kepner_2012_D4M_Slides.pdf -[s20]: http://www.pdl.cmu.edu/SDI/2013/slides/big_graph_nsa_rd_2013_56002v1.pdf -[p21]: http://www.pdl.cmu.edu/PDL-FTP/Storage/socc2011.pdf -[s21]: http://www.cercs.gatech.edu/opencirrus/OCsummit11/presentations/patil.pdf -[s22]: https://home.apache.org/~kturner/accumulo14_15.pdf -[s23]: https://home.apache.org/~afuchs/slides/morgan_state_talk.pdf -[s24]: https://www.slideshare.net/DonaldMiner/an-introduction-to-accumulo http://git-wip-us.apache.org/repos/asf/accumulo-website/blob/a71056ca/people.md ---------------------------------------------------------------------- diff --git a/people.md b/people.md deleted file mode 100644 index 88a359d..0000000 --- a/people.md +++ /dev/null @@ -1,181 +0,0 @@ ---- -title: People -skiph1fortitle: true ---- - -## PMC and Committers - -{: .table .table-striped} -| username | name | organization | timezone | -|---------------|-------------------|----------------------------------------|----------| -| acordova | Aaron Cordova | [Koverse][KOVERSE] | | -| afuchs | Adam Fuchs | [sqrrl][SQRRL] | [ET][ET] | -| bhavanki | Bill Havanki | [Cloudera][CLOUDERA] | [ET][ET] | -| billie | Billie Rinaldi | [Hortonworks][HORTONWORKS] | [ET][ET] | -| bimargulies | Benson Margulies | [Basis Technology Corp.][BASISTECH] | [ET][ET] | -| brianloss | Brian Loss | [Praxis Engineering][PRAXIS] | [ET][ET] | -| busbey | Sean Busbey | [Cloudera][CLOUDERA] | [CT][CT] | -| cawaring | Chris Waring | | | -| cjnolet | Corey J. Nolet | [Tetra Concepts LLC][TETRA] | [ET][ET] | -| ctubbsii | Christopher Tubbs | [NSA][NSA] | [ET][ET] | -| dhutchis | Dylan Hutchison | [University of Washington][UW] | [PT][PT] | -| dlmarion | Dave Marion | [Objective Solutions, Inc.][OBJECTIVE] | [ET][ET] | -| drew | Drew Farris | [Booz Allen Hamilton][BOOZ] | [ET][ET] | -| ecn | Eric Newton | [SW Complete Inc.][SWC] | [ET][ET] | -| elserj | Josh Elser | [Hortonworks][HORTONWORKS] | [ET][ET] | -| etcoleman | Ed Coleman | | [ET][ET] | -| jtrost | Jason Trost | [Endgame][ENDGAME] | | -| kturner | Keith Turner | [Peterson Technologies][PETERSON] | [ET][ET] | -| mdrob | Mike Drob | [Cloudera][CLOUDERA] | [ET][ET] | -| medined | David Medinets | | | -| mjwall | Michael Wall | [Objective Solutions, Inc.][OBJECTIVE] | [ET][ET] | -| mmiller | Michael Miller | [Centroid, LLC][CENTROID] | [ET][ET] | -| mwalch | Mike Walch | [Peterson Technologies][PETERSON] | [ET][ET] | -| phrocker | Marc Parisi | [WaveStrike LLC][WAVE] | [ET][ET] | -| rweeks | Russ Weeks | [PHEMI][PHEMI] | [PT][PT] | -| shickey | Sean Hickey | | [PT][PT] | -| ujustgotbilld | William Slacum | [Miner & Kasch][MINERKASCH] | [ET][ET] | -| vikrams | Vikram Srivastava | [Cloudera][CLOUDERA] | [PT][PT] | -| vines | John Vines | [sqrrl][SQRRL] | [ET][ET] | - -## Contributors - -{: .table .table-striped} -| username | name | organization | timezone | -|-------------|---------------------|-------------------------------------------------------------------|-----------------------| -| | Aaron Glahe | [Data Tactics][DATATACT] | [ET][ET] | -| | Adam J Shook | [Datacatessen][DATACATESS] | [ET][ET] | -| | Al Krinker | | [ET][ET] | -| | Alex Moundalexis | [Cloudera][CLOUDERA] | [ET][ET] | -| | Andrew George Wells | [ClearEdgeIT][CLEAREDGE] | [ET][ET] | -| | Arshak Navruzyan | [Argyle Data][ARGYLE] | | -| | Ben Manes | | [PT][PT] | -| | Bob Thorman | [AT&T][ATT] | | -| | Chris Bennight | | | -| | Chris McCubbin | [sqrrl][SQRRL] | [ET][ET] | -| | Christian Rohling | [Endgame][ENDGAME] | [ET][ET] | -| | Damon Brown | [Tetra Concepts LLC][TETRA] | [ET][ET] | -| | Dave Wang | [Cloudera][CLOUDERA] | [PT][PT] | -| | David M. Lyle | | | -| | David Protzman | | | -| | Dennis Patrone | [The Johns Hopkins University Applied Physics Laboratory][JHUAPL] | [ET][ET] | -| dimaspivak | Dima Spivak | [Cloudera][CLOUDERA] | | -| | Ed Kohlwey | [Booz Allen Hamilton][BOOZ] | | -| edwardyoon | Edward Yoon | | | -| | Eugene Cheipesh | | | -| | Gary Singh | [Sabre Engineering][SABRE] | [ET][ET] | -| | Hayden Marchant | | | -| | Hung Pham | [Cloudera][CLOUDERA] | [ET][ET] | -| | Ivan Bella | [Objective Solutions, Inc.][OBJECTIVE] | [ET][ET] | -| | Jacob Meisler | [Booz Allen Hamilton][BOOZ] | [ET][ET] | -| | James Fiori | [Flywheel Data][FLYWHEEL] | [ET][ET] | -| jaredwinick | Jared Winick | [Koverse][KOVERSE] | [MT][MT] | -| | Jason Then | | | -| | Jay Shipper | | | -| jfield | Jeff Field | [Cloudera][CLOUDERA] | [ET][ET] | -| | Jeffrey S. Schwartz | | | -| | Jenna Huston | | [ET][ET] | -| | Jerry He | [IBM][IBM] | [PT][PT] | -| | Jesse Yates | | | -| | Jessica Seastrom | [Cloudera][CLOUDERA] | [ET][ET] | -| | Jim Klucar | [Splyt][SPLYT] | [ET][ET] | -| | Joe Skora | | | -| | John McNamee | | | -| | John Stoneham | | [ET][ET] | -| jmhsieh | Jonathan M. Hsieh | [Cloudera][CLOUDERA] | [PT][PT] | -| | Jonathan Park | [sqrrl][SQRRL] | [ET][ET] | -| | Kevin Faro | [Tetra Concepts LLC][TETRA] | [ET][ET] | -| | Laura Peaslee | [Objective Solutions, Inc.][OBJECTIVE] | [ET][ET] | -| | Luis Tavarez | | [ET][ET] | -| | Luke Brassard | [sqrrl][SQRRL] | [ET][ET] | -| | Mario Pastorelli | [Teralytics AG][TERALYTICS] | [CEST][CEST] | -| | Matt Dailey | | | -| | Matthew Kirkley | | | -| | Max Jordan | | | -| | Michael Allen | [sqrrl][SQRRL] | [ET][ET] | -| | Michael Berman | [sqrrl][SQRRL] | [ET][ET] | -| | Miguel Pereira | [SRA International, Inc][SRA] | [ET][ET] | -| | Mike Fagan | [Arcus Research][ARCUS] | [MT][MT] | -| | Morgan Haskel | | | -| | Nguessan Kouame | | | -| | Oren Falkowitz | [sqrrl][SQRRL] | [ET][ET] | -| | Phil Eberhardt | [sqrrl][SQRRL] | [ET][ET] | -| | Philip Young | | | -| | Pushpinder Heer | [Applied Technical Systems][ATSID] | [PT][PT] | -| | Ravi Mutyala | [Hortonworks][HORTONWORKS] | [CT][CT] | -| | Ryan Fishel | [Cloudera][CLOUDERA] | | -| | Ryan Leary | | | -| | Sapah Shah | | | -| | Scott Kuehn | | | -| | Shawn Walker | | | -| stevel | Steve Loughran | [Hortonworks][HORTONWORKS] | [GMT][GMT]/[BST][BST] | -| supun | Supun Kamburugamuva | | | -| | Takahiko Saito | [Hortonworks][HORTONWORKS] | [PT][PT] | -| | Ted Malaska | [Cloudera][CLOUDERA] | | -| tedyu | Ted Yu | [Hortonworks][HORTONWORKS] | [PT][PT] | -| | Tim Halloran | | | -| | Tim Reardon | | | -| | Travis Pinney | | | -| | Trent Nadeau | [Anthem Engineering LLC][ANTHEMENG] | [ET][ET] | -| | Tristen Georgiou | [PHEMI][PHEMI] | [PT][PT] | -| | Vicky Kak | | | -| | Vincent Russell | | | -| | Volth | | | -| | Wil Selwood | [Satellite Applications Catapult][SACAT] | [GMT][GMT]/[BST][BST] | - -## Organizations - -First off, thanks to our parent organization, the [Apache Software Foundation][ASF] and [all who sponsor][ASF_SPONSORS] them. - -Additionally, we would like to thank the following organizations for resources that they provide: - - - ej-technologies for allowing us to use their [Java profiler][JPROFILER] - - YourKit for allowing us use of their [Java Profiler][YOURKIT] - - Coverity for running [static analysis][COVERITY] - -[ANTHEMENG]: http://www.anthemengineering.com -[ARCUS]: http://www.arcus-research.com -[ARGYLE]: http://www.argyledata.com -[ATSID]: http://www.atsid.com -[ATT]: http://www.att.com -[BASISTECH]: http://www.basistech.com -[BOOZ]: http://www.boozallen.com -[CENTROID]: http://www.centroid-llc.com/ -[CLEAREDGE]: http://clearedgeit.com -[CLOUDERA]: http://www.cloudera.com -[DATATACT]: http://www.data-tactics.com -[DATACATESS]: https://datacatessen.com/ -[ENDGAME]: http://www.endgame.com -[FLYWHEEL]: http://flywheeldata.com -[HORTONWORKS]: http://hortonworks.com -[IBM]: http://www.ibm.com -[JHUAPL]: http://www.jhuapl.edu -[KOVERSE]: http://www.koverse.com -[MINERKASCH]: http://minerkasch.com -[NSA]: http://www.nsa.gov -[OBJECTIVE]: http://www.objectivesolutions.com -[PETERSON]: http://www.ptech-llc.com -[PHEMI]: http://www.phemi.com -[PRAXIS]: http://www.praxiseng.com -[SABRE]: http://www.sabre-eng.com -[SACAT]: https://sa.catapult.org.uk -[SPLYT]: http://www.splyt.com -[SQRRL]: http://sqrrl.com -[SRA]: http://sra.com -[SWC]: http://swcomplete.com -[TERALYTICS]: http://www.teralytics.net/ -[TETRA]: http://www.tetraconcepts.com -[UW]: http://www.uw.edu -[WAVE]: http://www.wavestrike.com/ -[BST]: http://www.timeanddate.com/time/zones/bst -[CT]: http://www.timeanddate.com/time/zones/ct -[ET]: http://www.timeanddate.com/time/zones/et -[GMT]: http://www.timeanddate.com/time/zones/gmt -[MT]: http://www.timeanddate.com/time/zones/mt -[PT]: http://www.timeanddate.com/time/zones/pt -[CEST]: http://www.timeanddate.com/time/zones/cest -[ASF]: https://www.apache.org -[ASF_SPONSORS]: https://www.apache.org/foundation/sponsorship -[JPROFILER]: https://www.ej-technologies.com/products/jprofiler/overview.html -[YOURKIT]: https://www.yourkit.com/java/profiler/features/ -[COVERITY]: https://scan.coverity.com/projects/accumulo http://git-wip-us.apache.org/repos/asf/accumulo-website/blob/a71056ca/projects.md ---------------------------------------------------------------------- diff --git a/projects.md b/projects.md deleted file mode 100644 index 598f678..0000000 --- a/projects.md +++ /dev/null @@ -1,90 +0,0 @@ ---- -title: Related Projects ---- - -The Apache Accumulo community is happy to promote and encourage use of Accumulo in ways that are novel and reusable -by other users within the community. As such, we're happy to curate a list of projects related to Accumulo to give -them visibility to a larger audience. To have you project listed here, send a request to the -[developer's mailing list](mailto:d...@accumulo.apache.org) - -## Open source projects using Accumulo - -#### Apache Fluo - -[Fluo](https://fluo.apache.org) builds on Accumulo and enables low latency, continuous incremental processing of big data. - -#### Apache Gora - -[Gora](https://gora.apache.org/) open source framework provides an in-memory data model and persistence for big data. Accumulo's continuous ingest test suite was adapted to Gora and called [Goraci](http://gora.apache.org/current/index.html#goraci-integration-testsing-suite). - -#### Apache Hive - -[Hive](https://hive.apache.org/) data warehouse software facilitates reading, writing, and managing large datasets residing in distributed storage using SQL. -Hive has the ability to read and write data in Accumulo using the [AccumuloStorageHandler](https://cwiki.apache.org/confluence/display/Hive/AccumuloIntegration). - -#### Apache Pig - -[Pig](http://pig.apache.org/) is a platform for analyzing large data sets that consists of a high-level language for expressing data analysis programs, coupled with infrastructure for evaluating these programs. Pig has the ability to read and write data in Accumulo using [AccumuloStorage](http://pig.apache.org/docs/r0.16.0/func.html#AccumuloStorage). - -#### Apache Rya - -[Rya](http://rya.apache.org/) is a scalable RDF triple store built on top of a columnar index store. - -#### Geomesa - -[Geomesa](http://www.geomesa.org/) is an open-source, distributed, spatio-temporal database built on a number of distributed cloud data storage systems, including Accumulo, HBase, Cassandra, and Kafka. - -#### Geowave - -[Geowave](https://ngageoint.github.io/geowave/) is a library for storage, index, and search of multi-dimensional data on top of a sorted key-value datastore. - -#### Graphulo - -Graphulo is a Java library for Apache Accumulo which delivers server-side sparse matrix math primitives that -enable higher-level graph algorithms and analytics. [Code](https://github.com/Accla/graphulo). - -#### Presto - -[Presto](https://prestodb.io/) is an open source distributed SQL query engine for running interactive analytic queries against data sources of all sizes, ranging from gigabytes to petabytes. Through the use of the new Accumulo connector for Presto, users are able to execute traditional SQL queries against new and existing tables in Accumulo. For more information, see the [Accumulo Connector](https://prestodb.io/docs/current/connector/accumulo.html) documentation. - -#### Timely - -[Timely](https://nationalsecurityagency.github.io/timely/) : A secure time series database based on Accumulo and Grafana. - -#### Uno and Muchos - -[Uno](https://github.com/astralway/uno) and [Muchos](https://github.com/astralway/muchos) provide automation for quickly setting up Accumulo instances for testing. These project were created to enable Fluo testing, but can be used to setup just Accumulo. - -## User-Created Applications - -#### Trendulo - -[Trendulo](http://trendulo.com/) is Twitter trend analysis using Apache Accumulo. The [source code](https://github.com/jaredwinick/Trendulo) is publicly available. - -#### Wikisearch - -The [Wikisearch project]({{ site.baseurl }}/example/wikisearch) is a rough example of generalized secondary indexing, both ingest -and search, built on top of Apache Accumulo. This write contains more information on the project as well as some -general performance numbers of the project. - -#### Node.js, RabbitMQ, and Accumulo - -A [simple example](https://github.com/joshelser/node-accumulo) using Node.js to interact with Accumulo using RabbitMQ . - -#### ProxyInstance - -ProxyInstance is a Java Instance implementation of the Accumulo Instance interface that communicates with -an Accumulo cluster via Accumulo's Apache Thrift proxy server. [Documentation](https://jhuapl.github.io/accumulo-proxy-instance/proxy_instance_user_manual) and -[code](https://github.com/JHUAPL/accumulo-proxy-instance) are available. - -#### AccumuloGraph - -ProxyInstance is an implementation of the TinkerPop Blueprints 2.6 API using -Apache Accumulo as the backend. -[Documentation](https://jhuapl.github.io/AccumuloGraph/) and -[code](https://github.com/JHUAPL/AccumuloGraph) are available. - -## Github - -[Github](https://github.com/search?q=accumulo&type=Repositories) also contains many projects that use/reference Accumulo -in some way, shape or form.
