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Un-Structured 	

!
Or: How I Learned to Stop
Worrying and Love the XML
Mike Nibeck, Asim Shaikh
1st NF, 2nd NF, 3rd NF	

!
It’s The Way It’s Done
Maintainability vs.
Performance
I’m Feeling Lucky
Solr
Extension	
  of	
  
Apache	
  Lucene
Full	
  Text	
  Search Open	
  Interfaces	
  
(XML,	
  JSON,	
  HTTP)
Faceted	
  Search Database	
  Ingest Document	
  Indexing	
  
(PDF,	
  Word,	
  etc)
Spelling	
  
Suggestions
Auto	
  Suggest “Cloudy”
Advanced	
  Input	
  
Parsing
Relevance	
  Ranking v4.4
You got your chocolate in
my peanut butter!
It’s a Hammer. 	

A really nice, efficient
and free hammer.
A Mental Shift	

Pancakes & Relevancy
Chronicling America
• 6.8 million documents	

• 10 Billion vectors	

• 50,000 queries/day	

• Index 250GB 	

• +100K documents per month
Congress.gov
• 4 million documents	

• 3.3+ million queries/day
(user and system)	

• 36 GB indexes	

•Adding many thousands/
month
Library Web Search
• 18+ million documents	

• 9,000 queries/day	

• 28GB index size	

• + many thousands/month
World Digital Library
• 120k documents	

• 7 different languages 	

• 10-50k queries/day	

• Index < 1GB 	

• +100 documents/month
Load Balancer
Database Filesystem
Indexing
SOLR Cores SOLR Cores
Users
App Servers
Web Cache
Legacy Systems
Data Partners
Solr Architecture - congress.gov
ETL Processing
Extract Translate
Load
Master Data Sources
Analyzers,Tokenizers and
Filters. Oh My!
Cores? We Don’t Need
No Stinkin' Cores
Data Import Handler
Next Steps
Open Source Tools
• PHP / Zend	

• Python / Django	

• MySQL	

• RabbitMQ	

•Varnish	

• Jenkins	

• Graphite, Statsd
Mike Nibeck - mnib@loc.gov	

!
Asim Shaikh - ashaikh@loc.gov

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