Building a High Performance Environment for RDF...
Transcript of Building a High Performance Environment for RDF...
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Building a High Performance Environment
for RDF Publishing
Pascal Christoph
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These slides and all the graphics made by the author and those taken from https://openclipart.org/ are dedicated to the public domain : https://creativecommons.org/about/cc0 .
All marks mentioned may be trademarks or registered trademarks of their respective owners.
Read about the license of „The scream“ of Edward Munch at https://en.wikipedia.org/wiki/File:The_Scream.jpg
Linking Open Data cloud diagram, by Richard Cyganiak and Anja Jentzsch. http://lod-cloud.net/
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Overview
3Building a High Performance Environment for RDF Publishing
Publishing is for Consuming• Mandatory• Nice to have
Story so far - experiences with lobid.org• What is lobid.org ?• Storing the data• Getting the data
Publishing RDF through elasticsearch• Benefits• Some more details• Caveats
Future prospects
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Overview
4Building a High Performance Environment for RDF Publishing
Publishing is for Consuming• Mandatory• Nice to have
Story so far - experiences with lobid.org• What is lobid.org ?• Storing the data• Getting the data
Publishing RDF through elasticsearch• Benefits• Some more details• Caveats
Future prospects
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Publishing is for Consuming
Publishing is for Consuming
Building a High Performance Environment for RDF Publishing 5
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Publishing is for Consuming
Mandatory
A resource:
Building a High Performance Environment for RDF Publishing 6
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Mandatory
A resource:
gets a dereferenceable URI:
Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
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Mandatory
A resource:
gets a dereferenceable URI:
which provides RDF:
<http://lobid.org/resource/HT002948556> <http://purl.org/dc/terms/title> "With reference to reference" .<http://lobid.org/resource/HT002948556> <http://purl.org/dc/terms/issued> "1983" .<http://lobid.org/resource/HT002948556> <http://purl.org/ontology/bibo/isbn13> "9780915145539" .<http://lobid.org/resource/HT002948556><http://purl.org/dc/elements/1.1/creator><http://d-nb.info/gnd/135539897> .
Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
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Mandatory
=> basic LOD publishing is very simple:
you just need a Webserver
Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
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Nice to have• Dumps
• Content Negotiation (different RDF serializations)
• SPARQL
• Human readable representation (best: RDFa in HTML)
• Data searchable
• Timely updates
• High Availability
• Versioning
• Web developers want simple APIs providing JSON
• ...
Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
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SPARQL Endpoint• (Dumps)
• Content Negotiation (different RDF serializations)
• SPARQL
• Human readable representation (best: RDFa in HTML)
• Data searchable
• Timely updates
• High Availability
• Versioning
• Web developers want simple APIs providing JSON
• ...
Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
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SPARQL Endpoint• (Dumps): but may be painfully slow when having lots of data
• Content Negotiation (different RDF serializations)
• SPARQL
• Human readable representation (best: RDFa in HTML)
• (Data searchable) : maybe painfully slow
• Timely updates
• High Availability
• Versioning
• Web developers want simple APIs providing JSON
• most triple stores provides JSON/RDF
• Simple powerful API : too powerful/complex ?
• ...
Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
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Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
Nice to have
In principle, web developers already got simple APIs :
LOD is the API !
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Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
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Nice to have
In principle, web developers already got simple APIs :
Remember:
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Mandatory
A resource:
gets a dereferenceable URI:
which provides the data (in RDF): <http://lobid.org/resource/HT002948556> <http://purl.org/dc/terms/title> "With reference to reference" .<http://lobid.org/resource/HT002948556> <http://purl.org/dc/terms/issued> "1983" .<http://lobid.org/resource/HT002948556> <http://purl.org/ontology/bibo/isbn13> "9780915145539" .<http://lobid.org/resource/HT002948556><http://purl.org/dc/elements/1.1/creator><http://d-nb.info/gnd/135539897> .
Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
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Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
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Nice to have
In principle, web developers already got powerful APIs :
RESTful SPARQL
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Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
RESTful SPARQL example
getting all data of all resources having a particular ISBN:
curl -H "Accept: application/json" --data-urlencode 'query=prefix bibo: <http://purl.org/ontology/bibo/>SELECT * WHERE { ?s bibo:isbn13 "9780851706238" ; ?p ?o . } LIMIT 100' http://lobid.org/sparql/
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18Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
Nice to have
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Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
RESTful SPARQL example… and the JSON/RDF result:{ "head": { "vars": [ "s", "p","o"] }, "results": { "bindings": [ { "o": { "type": "uri", "value": "http://openlibrary.org/works/OL2109573W" }, "p": { "type": "uri", "value": "http://rdvocab.info/RDARelationshipsWEMI/workManifested" }, "s": { "type": "uri", "value": "http://lobid.org/resource/HT007824357" } }, { "o": { ...
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20Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
Nice to haveAs it is, web developers don't like SPARQL
web developer
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Building a High Performance Environment for RDF Publishing
Publishing is for Consuming
Nice to have
Web developers want APIs like:
http://lobid.org/resources/api/isbn/$isbn
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Happy web developer
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Overview
23Building a High Performance Environment for RDF Publishing
Publishing is for Consuming• Mandatory• Nice to have
Story so far - experiences with lobid.org• What is lobid.org ?• Storing the data• Getting the data
Publishing RDF through elasticsearch• Benefits• Some more details• Caveats
Future prospects
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What is lobid.org ?
lobid.org
Building a High Performance Environment for RDF Publishing 24
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What is lobid.org ?
Building a High Performance Environment for RDF Publishing
● lobid := linking open bibliographic data
● LOD services of the hbz● lobid-resources :
● exposes 85% of the hbz cooperative catalogue● entries coming from > 200 scientific German libraries● ~ 16 M records with 700 M triples
● with links to ~ 5 M other resources● with links to ~ 32 M items (consisting of 300 M triples)
● lobid-organisations :● exposes German Sigelverzeichnis and MARC-Isil directory● ~ 40 k descriptions of institutions
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What's missing?• Dumps
• Content Negotiation (different RDF serializations)
• SPARQL
• Human readable representation ( RDFa in HTML)
• Data searchable
• Timely updates
• High Availability
• Versioning
• Web developers want simple APIs providing JSON
• ...
Building a High Performance Environment for RDF Publishing
What is lobid.org ?
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Overview
27Building a High Performance Environment for RDF Publishing
Publishing is for Consuming• Mandatory• Nice to have
Story so far - experiences with lobid.org• What is lobid.org ?• Storing the data• Getting the data
Publishing RDF through elasticsearch• Benefits• Some more details• Caveats
Future prospects
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2010 - 2011, lobid-organisation
Filesystem : + easy to maintain+ reliable+ fast- no search- no SPARQL- ...
Building a High Performance Environment for RDF Publishing
storing the data
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lobid today
Triple Store (4store) :+ power of SPARQL
+/- depending on the query: fast to horribly slow +/- search (but string searches often slow and limited) - sometimes gets stuck !
Building a High Performance Environment for RDF Publishing
storing the data
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lobid today
Search engine (elasticsearch): + fast search
+ stemming, linguistics … + wildcard searching + facets + geo search + JSON + schema-less + simple RESTful API + many plugins + ... + easy to achieve High Availability + scales nicely
Building a High Performance Environment for RDF Publishing
storing the data
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storing/getting the datalobid today
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Overview
32Building a High Performance Environment for RDF Publishing
Publishing is for Consuming• Mandatory• Nice to have
Story so far - experiences with lobid.org• What is lobid.org ?• Storing the data• Getting the data
Publishing RDF through elasticsearch• Benefits• Some more details• Caveats
Future prospects
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Building a High Performance Environment for RDF Publishing
getting the data
lobid : technology/dependency stacklobid : technology/dependency stack
Search EngineSearch Engine
WebappWebapp
Triple StoreTriple Store
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Building a High Performance Environment for RDF Publishing
Search EngineSearch Engine
WebappWebapp
Triple StoreTriple Storesometimes gets stuck!sometimes gets stuck!
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getting the data
lobid : technology/dependency stacklobid : technology/dependency stack
highly available !highly available !
we can do thatwe can do that
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Building a High Performance Environment for RDF Publishing
getting the data
lobid : technology/dependency stacklobid : technology/dependency stack
Search EngineSearch Engine
WebappWebapp
Triple StoreTriple Storesometimes gets stuck!sometimes gets stuck!
<=
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highly available !highly available !
we can do thatwe can do that
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Building a High Performance Environment for RDF Publishing
getting the data
lobid : technology/dependency stacklobid : technology/dependency stack
Search EngineSearch Engine
WebappWebapp
Triple StoreTriple Storesometimes gets stuck!sometimes gets stuck!
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highly available !highly available !
we can do thatwe can do that
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Building a High Performance Environment for RDF Publishing
storing/getting the data
Variant 1 : technology/dependency stack Variant 1 : technology/dependency stack
Triple StoreTriple StoreFor external access. Sometimes gets stuck!For external access. Sometimes gets stuck!
Closed, internal. Will be safe from malign queries. Closed, internal. Will be safe from malign queries. Triple StoreTriple Store
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Building a High Performance Environment for RDF Publishing
storing/getting the data
Variant 1 : technology/dependency stack Variant 1 : technology/dependency stack
Triple StoreTriple StoreFor external access. Sometimes gets stuck!For external access. Sometimes gets stuck!
Closed, internal. Will be safe from malign queries. Closed, internal. Will be safe from malign queries. Triple StoreTriple Store
redundant, complex …
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Overview
39Building a High Performance Environment for RDF Publishing
Publishing is for Consuming• Mandatory• Nice to have
Story so far - experiences with lobid.org• What is lobid.org ?• Storing the data• Getting the data
Publishing RDF through elasticsearch• Benefits• Some more details• Caveats
Future prospects
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
Search EngineSearch Engine
Variant 2: technology/dependency stack Variant 2: technology/dependency stack
WebappWebapp
highly available !highly available !
we can do thatwe can do that
Triple StoreTriple StoreFor external access and some fancy nice-to-have stuff. Sometimes gets stuck!
For external access and some fancy nice-to-have stuff. Sometimes gets stuck!
LOD basis functionality (and some other APIs) are highly available
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Benefits• Dumps
• Content Negotiation (different RDF serializations)
• SPARQL
• Human readable representation ( RDFa in HTML)
• Data searchable
• Near Real Time updates
• High Availability
• (Versioning)
• Web developers want simple APIs returning JSON
• ...
Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
Benefits
fast, scalable search engine
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
performance test
Data: 10 M records <=> 300 M tripleCase-insensitive query: „beach“
SELECT ?sWHERE { ?s <http://purl.org/dc/terms/title> ?o FILTER regex(str(?o), "beach", "i") }
#### => SPARQL execution time for Q8316: 108.7s, returned 2815 rows.
http://$ip:9200/_search?q=beach&from=0&size=2800 # => Elasticsearch needed 0.4s
=> Elasticsearch is 250 times faster
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Publishing LOD with elasticsearch
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performance test
(there is a support for text indexing in 4store, have not tested that.)
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
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performance test
Elasticsearch: 18 M records , 6 GB RAM: 5 hour4store: 1 B triples, having 72 GB RAM: 7 hours
CPU: Quad Core mit 2.4 GhZ und Hyperthreading => 8 CPUsHD: 6 x 2.5" 10k U/min a 146GB
(Don't take benchmarks too seriously – they just give a clue !)
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Benefits• Dumps
• Content Negotiation (different RDF serializations)
• SPARQL
• Human readable representation ( RDFa in HTML)
• Data searchable
• Near Real Time updates
• High Availability
• (Versioning)• Web developers want simple APIs providing JSON
• ...
Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
Benefits
build to be easily made highly available !
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Benefits• Dumps
• Content Negotiation (different RDF serializations)
• SPARQL
• Human readable representation ( RDFa in HTML)
• Data searchable
• Near Real Time updates
• High Availability
• (Versioning)• Web developers want simple APIs providing JSON
• ...
Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
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Benefits
Versioning with elasticsearch:
Not out-of-the-box, but comes at least e.g. with
* concurrency control
* documents have a version number
=> implementing versioning is not hard
Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
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Benefits, relying on elasticsearch as basic LOD storage• Dumps
• Content Negotiation (different RDF serializations)
• SPARQL
• Human readable representation ( RDFa in HTML)
• Data searchable
• Near Real Time updates
• High Availability
• Versionizing
• Web developers want:• JSON (LD)• Simple APIs
• ...
Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
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Benefits• Dumps
• Content Negotiation (different RDF serializations)
• SPARQL
• Human readable representation ( RDFa in HTML)
• Data searchable
• Near Real Time updates
• High Availability
• (Versioning)• Web developers want simple APIs providing JSON
• ...
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Why JSON-LD?
JSON is :
• stored natively by many tools (e.g. elasticsearch)
• loved by consumers (web developers)
JSON-LD is :
• supported by RDF libraries (e.g. transforming to NTriples)
Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
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Publishing LOD with elasticsearch
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Benefits• Dumps
• Content Negotiation (different RDF serializations)
• SPARQL
• Human readable representation ( RDFa in HTML)
• Data searchable
• Near Real Time updates
• High Availability
• (Versioning)• Web developers want simple APIs providing JSON
• ...
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Benefits
RESTful elasticsearch API, e. g. :
http://lobid.org/resources/_search?q=isbn:$isbn
Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
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Benefits
• … and many other nice things come with elasticsearch
• geo-search : „Query only libraries/items residing up to 10 km from me.“
• …
Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
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Benefits• Dumps
• Content Negotiation (different RDF serializations)
• SPARQL
• Human readable representation ( RDFa in HTML)
• Data searchable
• Near Real Time updates
• High Availability
• (Versioning)
• Web developers want simple APIs providing JSON
• ...
Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
Mission accomplished !
Mission accomplished !
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( … ok, something is left to be done ! )• Dumps
• Content Negotiation (different RDF serializations)
• SPARQL
• Human readable representation ( RDFa in HTML)
• Data searchable
• Near Real Time updates
• High Availability
• Versionizing
• Web developers want simple APIs providing JSON
• ...
Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
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Overview
58Building a High Performance Environment for RDF Publishing
Publishing is for Consuming• Mandatory• Nice to have
Story so far - experiences with lobid.org• What is lobid.org ?• Storing the data• Getting the data
Publishing RDF through elasticsearch• Benefits• Caveats• Auto suggest demo
Conclusion
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
!?
59
Caveats• Dumps
• Content Negotiation (different RDF serializations)
• SPARQL
• Human readable representation ( RDFa in HTML)
• Data searchable
• Near Real Time updates
• High Availability
• Versionizing
• Web developers want simple APIs providing JSON
• ...
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
Caveats
How to integrate semantic search into a document storage ? dct:contributor --------> dct:creator -------> dc:creator \---------> dc:contributor
\--------> bibo:translator …
There is no inferencing as comes with SPARQL !
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
Caveats
Our data flow :
from records to RDF triples to records
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
Caveats
Our data flow :
from records to RDF triples to records
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
!?
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Caveats
from records to RDF triples to records
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
From records to RDF triples |-----> graph-database'------> computing ---> record-database
MARC/MAB/PICA... JSON-LD
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Caveats
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Publishing LOD with elasticsearch
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Caveats
tree-based vs graph-based:
Pre-render the whole document?
What is the document ?
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Caveats
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Caveats
What is the document ? Only the top-level node ?
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Caveats
What is the document ? Only the top-level node ?
… but then you couldn't even search the authors name !
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Publishing LOD with elasticsearch
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Caveats
searching needs integration of some fields from subgraphs into the document
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Overview
70Building a High Performance Environment for RDF Publishing
Publishing is for Consuming• Mandatory• Nice to have
Story so far - experiences with lobid.org• What is lobid.org ?• Storing the data• Getting the data
Publishing RDF through elasticsearch• Benefits• Caveats• Auto suggest demo
Conclusion
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
auto suggest
authority IDs must be easily found
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
auto suggest
authority IDs must be easily found
=> in need of auto suggest
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
auto suggest
auto suggests needs fast searching
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
Demo
auto suggest
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Publishing LOD with elasticsearch
auto suggestRESTful APIs: http://demo.lobid.org/search?format=short&index=gnd-index&author=Schmidt%2C+Karl
http://demo.lobid.org/search?format=page&index=gnd-index&author=Schmidt%2C+Karl
http://demo.lobid.org/search?format=full&index=gnd-index&author=Schmidt%2C+Karl…
API usage: GET /search?format=<page|full|short>&index=<lobid-index|gnd-index>&author=<query>
easy to enhance with the play framework and the elasticsearch API
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Publishing LOD with elasticsearch
auto suggest
[
"Schmidt, Karl (1894-1945)", "Schmidt, Karl", "Schmidt, Karl (1910-)", "Schmidt, Karl (1846-1928)", "Schmidt, Karl (1913-)",
"Schmidt, Karl (1899-)",
"Schmidt, Karl (1924-)",
"Schmidt, Karl (1836-1888)", "Schmidt, L. F. Karl", "Schmidt, Karl (1902-1945)", "Schmidt, Karl J.", "Schmidt, Karl (1848-1905)", "Schmidt, Karl (1817-1882)", "Schmidt, Karl R.", "Schmidt, Karl (1954-)", "Schmidt, Karl (1888-)", "Schmidt, Karl (1867-)",
...]
RESTful APIs: http://demo.lobid.org/search?format=short&index=gnd-index&author=Schmidt%2C+Karl
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
auto suggest
GND authority file
in
lobid-resources
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Publishing LOD with elasticsearch
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Publishing LOD with elasticsearch
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Overview
81Building a High Performance Environment for RDF Publishing
Publishing is for Consuming• Mandatory• Nice to have
Story so far - experiences with lobid.org• What is lobid.org ?• Storing the data• Getting the data
Publishing RDF through elasticsearch• Benefits• Caveats• Auto suggest demo
Conclusion
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
Search EngineSearch Engine
Conclusion
a highly customizable/reliable/feature-rich LOD service
Conclusion
a highly customizable/reliable/feature-rich LOD service
WebappWebapp
highly available !highly available !
we can do thatwe can do that
Triple StoreTriple StoreFor external access and some fancy nice-to-have stuff. Sometimes gets stuck!
For external access and some fancy nice-to-have stuff. Sometimes gets stuck!
LOD basis functionality (and some other APIs) are highly available
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Building a High Performance Environment for RDF Publishing
Publishing LOD with elasticsearch
the software is Open Source: the software is Open Source:
https://github.com/lobid/
http://elasticsearch.org/
https://hadoop.apache.org/
http://www.playframework.org/
83
http://4store.org/
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Using a dark background, this presentation saves maybe 70% of energy