SlideShare una empresa de Scribd logo
1 de 17
Cascalog: an Interactive Query
Language for Hadoop
Nathan Marz
BackType
What is Cascalog?


Cascading (the job execution engine)

    +

 Datalog (basis of the API design)

    +

 Clojure (the host programming language)
Why another query language for Hadoop?




 Existing tools cause too much

 Accidental Complexity
Accidental complexity




 Complexity caused by the tool used
 to solve a problem rather than the
 problem itself
Accidental complexity in existing tools




Pig               The query language is different
                  than the programming language
Hive
When query tool separate from
programming language


 Friction when embedding custom operations

 Interlacing queries with regular application logic
  is unnatural

 Generating queries dynamically is difficult
Clojure

 General purpose programming language

 Dialect of Lisp that compiles to Java bytecode

 “Programmable programming language”: Easy to
  build Domain Specific Languages (DSL) in Clojure
Clojure examples



    Clojure code             Result

      (+ 1 2 3)                6


     (> 20 18)                true


   (defn incr [x] (+ 1 x))     4
   (incr 3)
Cascalog




 Domain Specific Language in Clojure for
 processing data using Hadoop
Cascalog




       Full power of a general purpose
 programming language available at all times


         Cascalog is a Clojure library
Example query: (?<- (stdout) [?p ?a] (age ?p 25))
Demo time!
Some of Cascalog’s features

   Inner and outer joins
   Aggregators
   Functions
   Subqueries
   Sorting
   Read from and write to arbitrary data sources
    › HDFS
    › HBase
    › MySQL
    › Etc.
When query tool separate from
programming language


 Friction when embedding custom operations

 Interlacing queries with regular application logic
  is unnatural

 Generating queries dynamically is difficult
Cascalog, on the other hand...



 Custom operations defined just like any other
  function

 Interlacing queries with regular application logic
  is trivial

 Generating queries dynamically is easy and
  idiomatic
Try Cascalog yourself!


Project Page
http://www.github.com/nathanmarz/cascalog

Introductory Tutorial
http://nathanmarz.com/blog/introducing-
cascalog/

       5 minutes to install Clojure, Hadoop, and
       Cascalog locally! See project README
Questions?

Twitter: @nathanmarz
Email: nathan.marz@gmail.com
More benefits to being Clojure DSL


 Excellent module system

 Interactive REPL

 Make use of any Clojure function in queries

Más contenido relacionado

Más de Yahoo Developer Network

Athenz & SPIFFE, Tatsuya Yano, Yahoo Japan
Athenz & SPIFFE, Tatsuya Yano, Yahoo JapanAthenz & SPIFFE, Tatsuya Yano, Yahoo Japan
Athenz & SPIFFE, Tatsuya Yano, Yahoo JapanYahoo Developer Network
 
Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...
Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...
Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...Yahoo Developer Network
 
Big Data Serving with Vespa - Jon Bratseth, Distinguished Architect, Oath
Big Data Serving with Vespa - Jon Bratseth, Distinguished Architect, OathBig Data Serving with Vespa - Jon Bratseth, Distinguished Architect, Oath
Big Data Serving with Vespa - Jon Bratseth, Distinguished Architect, OathYahoo Developer Network
 
How @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenu
How @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenuHow @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenu
How @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenuYahoo Developer Network
 
The Future of Hadoop in an AI World, Milind Bhandarkar, CEO, Ampool
The Future of Hadoop in an AI World, Milind Bhandarkar, CEO, AmpoolThe Future of Hadoop in an AI World, Milind Bhandarkar, CEO, Ampool
The Future of Hadoop in an AI World, Milind Bhandarkar, CEO, AmpoolYahoo Developer Network
 
Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...
Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...
Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...Yahoo Developer Network
 
Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...
Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...
Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...Yahoo Developer Network
 
HDFS Scalability and Security, Daryn Sharp, Senior Engineer, Oath
HDFS Scalability and Security, Daryn Sharp, Senior Engineer, OathHDFS Scalability and Security, Daryn Sharp, Senior Engineer, Oath
HDFS Scalability and Security, Daryn Sharp, Senior Engineer, OathYahoo Developer Network
 
Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...
Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...
Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...Yahoo Developer Network
 
Moving the Oath Grid to Docker, Eric Badger, Oath
Moving the Oath Grid to Docker, Eric Badger, OathMoving the Oath Grid to Docker, Eric Badger, Oath
Moving the Oath Grid to Docker, Eric Badger, OathYahoo Developer Network
 
Architecting Petabyte Scale AI Applications
Architecting Petabyte Scale AI ApplicationsArchitecting Petabyte Scale AI Applications
Architecting Petabyte Scale AI ApplicationsYahoo Developer Network
 
Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...
Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...
Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...Yahoo Developer Network
 
Jun 2017 HUG: YARN Scheduling – A Step Beyond
Jun 2017 HUG: YARN Scheduling – A Step BeyondJun 2017 HUG: YARN Scheduling – A Step Beyond
Jun 2017 HUG: YARN Scheduling – A Step BeyondYahoo Developer Network
 
Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies
Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies
Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies Yahoo Developer Network
 
February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...
February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...
February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...Yahoo Developer Network
 
February 2017 HUG: Exactly-once end-to-end processing with Apache Apex
February 2017 HUG: Exactly-once end-to-end processing with Apache ApexFebruary 2017 HUG: Exactly-once end-to-end processing with Apache Apex
February 2017 HUG: Exactly-once end-to-end processing with Apache ApexYahoo Developer Network
 
February 2017 HUG: Data Sketches: A required toolkit for Big Data Analytics
February 2017 HUG: Data Sketches: A required toolkit for Big Data AnalyticsFebruary 2017 HUG: Data Sketches: A required toolkit for Big Data Analytics
February 2017 HUG: Data Sketches: A required toolkit for Big Data AnalyticsYahoo Developer Network
 
October 2016 HUG: Pulsar,  a highly scalable, low latency pub-sub messaging s...
October 2016 HUG: Pulsar,  a highly scalable, low latency pub-sub messaging s...October 2016 HUG: Pulsar,  a highly scalable, low latency pub-sub messaging s...
October 2016 HUG: Pulsar,  a highly scalable, low latency pub-sub messaging s...Yahoo Developer Network
 
October 2016 HUG: Architecture of an Open Source RDBMS powered by HBase and ...
October 2016 HUG: Architecture of an Open Source RDBMS powered by HBase and ...October 2016 HUG: Architecture of an Open Source RDBMS powered by HBase and ...
October 2016 HUG: Architecture of an Open Source RDBMS powered by HBase and ...Yahoo Developer Network
 

Más de Yahoo Developer Network (20)

Athenz & SPIFFE, Tatsuya Yano, Yahoo Japan
Athenz & SPIFFE, Tatsuya Yano, Yahoo JapanAthenz & SPIFFE, Tatsuya Yano, Yahoo Japan
Athenz & SPIFFE, Tatsuya Yano, Yahoo Japan
 
Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...
Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...
Athenz with Istio - Single Access Control Model in Cloud Infrastructures, Tat...
 
CICD at Oath using Screwdriver
CICD at Oath using ScrewdriverCICD at Oath using Screwdriver
CICD at Oath using Screwdriver
 
Big Data Serving with Vespa - Jon Bratseth, Distinguished Architect, Oath
Big Data Serving with Vespa - Jon Bratseth, Distinguished Architect, OathBig Data Serving with Vespa - Jon Bratseth, Distinguished Architect, Oath
Big Data Serving with Vespa - Jon Bratseth, Distinguished Architect, Oath
 
How @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenu
How @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenuHow @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenu
How @TwitterHadoop Chose Google Cloud, Joep Rottinghuis, Lohit VijayaRenu
 
The Future of Hadoop in an AI World, Milind Bhandarkar, CEO, Ampool
The Future of Hadoop in an AI World, Milind Bhandarkar, CEO, AmpoolThe Future of Hadoop in an AI World, Milind Bhandarkar, CEO, Ampool
The Future of Hadoop in an AI World, Milind Bhandarkar, CEO, Ampool
 
Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...
Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...
Apache YARN Federation and Tez at Microsoft, Anupam Upadhyay, Adrian Nicoara,...
 
Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...
Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...
Containerized Services on Apache Hadoop YARN: Past, Present, and Future, Shan...
 
HDFS Scalability and Security, Daryn Sharp, Senior Engineer, Oath
HDFS Scalability and Security, Daryn Sharp, Senior Engineer, OathHDFS Scalability and Security, Daryn Sharp, Senior Engineer, Oath
HDFS Scalability and Security, Daryn Sharp, Senior Engineer, Oath
 
Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...
Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...
Hadoop {Submarine} Project: Running deep learning workloads on YARN, Wangda T...
 
Moving the Oath Grid to Docker, Eric Badger, Oath
Moving the Oath Grid to Docker, Eric Badger, OathMoving the Oath Grid to Docker, Eric Badger, Oath
Moving the Oath Grid to Docker, Eric Badger, Oath
 
Architecting Petabyte Scale AI Applications
Architecting Petabyte Scale AI ApplicationsArchitecting Petabyte Scale AI Applications
Architecting Petabyte Scale AI Applications
 
Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...
Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...
Introduction to Vespa – The Open Source Big Data Serving Engine, Jon Bratseth...
 
Jun 2017 HUG: YARN Scheduling – A Step Beyond
Jun 2017 HUG: YARN Scheduling – A Step BeyondJun 2017 HUG: YARN Scheduling – A Step Beyond
Jun 2017 HUG: YARN Scheduling – A Step Beyond
 
Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies
Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies
Jun 2017 HUG: Large-Scale Machine Learning: Use Cases and Technologies
 
February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...
February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...
February 2017 HUG: Slow, Stuck, or Runaway Apps? Learn How to Quickly Fix Pro...
 
February 2017 HUG: Exactly-once end-to-end processing with Apache Apex
February 2017 HUG: Exactly-once end-to-end processing with Apache ApexFebruary 2017 HUG: Exactly-once end-to-end processing with Apache Apex
February 2017 HUG: Exactly-once end-to-end processing with Apache Apex
 
February 2017 HUG: Data Sketches: A required toolkit for Big Data Analytics
February 2017 HUG: Data Sketches: A required toolkit for Big Data AnalyticsFebruary 2017 HUG: Data Sketches: A required toolkit for Big Data Analytics
February 2017 HUG: Data Sketches: A required toolkit for Big Data Analytics
 
October 2016 HUG: Pulsar,  a highly scalable, low latency pub-sub messaging s...
October 2016 HUG: Pulsar,  a highly scalable, low latency pub-sub messaging s...October 2016 HUG: Pulsar,  a highly scalable, low latency pub-sub messaging s...
October 2016 HUG: Pulsar,  a highly scalable, low latency pub-sub messaging s...
 
October 2016 HUG: Architecture of an Open Source RDBMS powered by HBase and ...
October 2016 HUG: Architecture of an Open Source RDBMS powered by HBase and ...October 2016 HUG: Architecture of an Open Source RDBMS powered by HBase and ...
October 2016 HUG: Architecture of an Open Source RDBMS powered by HBase and ...
 

Último

Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Manik S Magar
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Scott Keck-Warren
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostZilliz
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piececharlottematthew16
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyAlfredo García Lavilla
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
The Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfThe Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfSeasiaInfotech2
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
Vector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesVector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesZilliz
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embeddingZilliz
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machinePadma Pradeep
 

Último (20)

Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piece
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easy
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
The Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfThe Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdf
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
Vector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesVector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector Databases
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embedding
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machine
 

Cascalog: an Interactive Query Language for Hadoop__HadoopSummit2010

  • 1. Cascalog: an Interactive Query Language for Hadoop Nathan Marz BackType
  • 2. What is Cascalog? Cascading (the job execution engine) + Datalog (basis of the API design) + Clojure (the host programming language)
  • 3. Why another query language for Hadoop? Existing tools cause too much Accidental Complexity
  • 4. Accidental complexity Complexity caused by the tool used to solve a problem rather than the problem itself
  • 5. Accidental complexity in existing tools Pig The query language is different than the programming language Hive
  • 6. When query tool separate from programming language  Friction when embedding custom operations  Interlacing queries with regular application logic is unnatural  Generating queries dynamically is difficult
  • 7. Clojure  General purpose programming language  Dialect of Lisp that compiles to Java bytecode  “Programmable programming language”: Easy to build Domain Specific Languages (DSL) in Clojure
  • 8. Clojure examples Clojure code Result (+ 1 2 3) 6 (> 20 18) true (defn incr [x] (+ 1 x)) 4 (incr 3)
  • 9. Cascalog Domain Specific Language in Clojure for processing data using Hadoop
  • 10. Cascalog Full power of a general purpose programming language available at all times Cascalog is a Clojure library Example query: (?<- (stdout) [?p ?a] (age ?p 25))
  • 12. Some of Cascalog’s features  Inner and outer joins  Aggregators  Functions  Subqueries  Sorting  Read from and write to arbitrary data sources › HDFS › HBase › MySQL › Etc.
  • 13. When query tool separate from programming language  Friction when embedding custom operations  Interlacing queries with regular application logic is unnatural  Generating queries dynamically is difficult
  • 14. Cascalog, on the other hand...  Custom operations defined just like any other function  Interlacing queries with regular application logic is trivial  Generating queries dynamically is easy and idiomatic
  • 15. Try Cascalog yourself! Project Page http://www.github.com/nathanmarz/cascalog Introductory Tutorial http://nathanmarz.com/blog/introducing- cascalog/ 5 minutes to install Clojure, Hadoop, and Cascalog locally! See project README
  • 17. More benefits to being Clojure DSL  Excellent module system  Interactive REPL  Make use of any Clojure function in queries