SlideShare a Scribd company logo
1 of 21
Download to read offline
MapReduce w MongoDB


Krzysztof Parjaszewski, Gliwice
 SPUG vol.2, 20 września 2012
O mnie

  w branży od 2006 roku, Gliwice i Wrocław

   Prowadzę skygate.pl (software house),
współtworzę sellekt.pl (agencja interaktywna).

http://www.goldenline.pl/krzysztof-parjaszewski
źródło: blog.nahurst.com
źródło: blog.nahurst.com
źródło: blog.nahurst.com
źródło: blog.nahurst.com
not ONLY SQL

   http://nosql-database.org/
Subiektywnie o
                MongoDB


Przechowuje                   brak
dokumenty                     full text search
(kontrprzykład to
Magento i 300 tabel) MapReduce
MapReduce
      czyli
map() + reduce()
map (_id, object) → [(key, value)]

    Przykład:
function() {
       emit(
           this.kingdomName,
           {count: 1, inhabitants: this.inhabitants}
       );
}


     Złożoność:
     O(#key) * średnia złożoność 1 wykonania map()
reduce (key, values) → result
    Przykład:
function(key, values) {
      var result = {
          kingdomName: key,
          kingdomInhabitants: 0
      }


      values.forEach(function(value) {
            result.kingdomInhabitants += value.inhabitants;
      });


      return result;
}


Złożoność:
O(#values) * średnia złożoność 1 wykonania reduce()
Złożoność
    ??
Złożoność
~~ 2 pętle
Przykład: http://stat.gov.pl/
Okres sprawozdawczy: Dane roczne
Kategoria:SZKOLNICTWO WYŻSZE
Grupa: STUDENCI I ABSOLWENCI
Podgrupa: Studenci i absolwenci wg typów szkół,
trybu nauczania, płci i kierunku studiów
Wymiary: Grupy osób, Typy szkół , Tryby nauczania ,
Płeć, Grupy kierunków studiów , Lata
Ostatnia aktualizacja: 2012-04-16
map
map = function () {
    if (this['Jednostka
terytorialna'].indexOf("gliwic") != -1 ||
        this['Jednostka
terytorialna'].indexOf("bytom") != -1) {
        emit(this.Kod, {liczba:this.pedagogiczne});
        emit(this.Kod, {liczba:this.humanistyczne});
        emit(this.Kod, {liczba:this.artystyczne});
        emit(this.Kod, {liczba:this.spoleczne});
        emit(this.Kod, {liczba:this.prawne});
    }
}
reduce
reduce = function (key, values) {
    wynik = {kod:key, liczba:0};


    values.forEach(
        function (value) {
            wynik.liczba += value.liczba;
    });


    return wynik;
}
NoSQL Summer in 27 cities
http://nosqlsummer.org/


A seasonal, worldwide reading club
for databases, distributed systems &
NOSQL-related scientific papers.
Currently featuring 1054
participants in 39 cities, from 20
different countries on 5 continents.
139 meetings (and counting) since
June 3, 2010!
Pytania?




krzysztof.parjaszewski@skygate.pl

More Related Content

Featured

PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024Neil Kimberley
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)contently
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024Albert Qian
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsKurio // The Social Media Age(ncy)
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Search Engine Journal
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summarySpeakerHub
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next Tessa Mero
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentLily Ray
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best PracticesVit Horky
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project managementMindGenius
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...RachelPearson36
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Applitools
 
12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at WorkGetSmarter
 
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...DevGAMM Conference
 
Barbie - Brand Strategy Presentation
Barbie - Brand Strategy PresentationBarbie - Brand Strategy Presentation
Barbie - Brand Strategy PresentationErica Santiago
 

Featured (20)

PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
 
How to have difficult conversations
How to have difficult conversations How to have difficult conversations
How to have difficult conversations
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
 
12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work
 
ChatGPT webinar slides
ChatGPT webinar slidesChatGPT webinar slides
ChatGPT webinar slides
 
More than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike RoutesMore than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike Routes
 
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
 
Barbie - Brand Strategy Presentation
Barbie - Brand Strategy PresentationBarbie - Brand Strategy Presentation
Barbie - Brand Strategy Presentation
 

MapReduce w MongoDB

  • 1. MapReduce w MongoDB Krzysztof Parjaszewski, Gliwice SPUG vol.2, 20 września 2012
  • 2. O mnie w branży od 2006 roku, Gliwice i Wrocław Prowadzę skygate.pl (software house), współtworzę sellekt.pl (agencja interaktywna). http://www.goldenline.pl/krzysztof-parjaszewski
  • 3.
  • 8. not ONLY SQL http://nosql-database.org/
  • 9. Subiektywnie o MongoDB Przechowuje brak dokumenty full text search (kontrprzykład to Magento i 300 tabel) MapReduce
  • 10. MapReduce czyli map() + reduce()
  • 11. map (_id, object) → [(key, value)] Przykład: function() { emit( this.kingdomName, {count: 1, inhabitants: this.inhabitants} ); } Złożoność: O(#key) * średnia złożoność 1 wykonania map()
  • 12. reduce (key, values) → result Przykład: function(key, values) { var result = { kingdomName: key, kingdomInhabitants: 0 } values.forEach(function(value) { result.kingdomInhabitants += value.inhabitants; }); return result; } Złożoność: O(#values) * średnia złożoność 1 wykonania reduce()
  • 15. Przykład: http://stat.gov.pl/ Okres sprawozdawczy: Dane roczne Kategoria:SZKOLNICTWO WYŻSZE Grupa: STUDENCI I ABSOLWENCI Podgrupa: Studenci i absolwenci wg typów szkół, trybu nauczania, płci i kierunku studiów Wymiary: Grupy osób, Typy szkół , Tryby nauczania , Płeć, Grupy kierunków studiów , Lata Ostatnia aktualizacja: 2012-04-16
  • 16.
  • 17. map map = function () { if (this['Jednostka terytorialna'].indexOf("gliwic") != -1 || this['Jednostka terytorialna'].indexOf("bytom") != -1) { emit(this.Kod, {liczba:this.pedagogiczne}); emit(this.Kod, {liczba:this.humanistyczne}); emit(this.Kod, {liczba:this.artystyczne}); emit(this.Kod, {liczba:this.spoleczne}); emit(this.Kod, {liczba:this.prawne}); } }
  • 18. reduce reduce = function (key, values) { wynik = {kod:key, liczba:0}; values.forEach( function (value) { wynik.liczba += value.liczba; }); return wynik; }
  • 19.
  • 20. NoSQL Summer in 27 cities http://nosqlsummer.org/ A seasonal, worldwide reading club for databases, distributed systems & NOSQL-related scientific papers. Currently featuring 1054 participants in 39 cities, from 20 different countries on 5 continents. 139 meetings (and counting) since June 3, 2010!