site:recherche:logiciels:sparqlwithspark
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Table des matières
SPARQL query processing with Apache Spark
This web page is a companion to the “SPARQL query processing with Apache Spark” paper submitted at EDBT 2017.
It provides access to some resources related to the evaluation section.
Data sets
- DrugBank
- DBPedia
- LUBM
- WatDiv
Query processing
Star queries
Chain queries
Chain queries over DBPedia data set.
Chain4 query
Chain4 is
SELECT ?x1, ?x2, ?x3, ?x4, ?x5 WHERE { ?x1 P1 ?x2 . ?x2 P2 ?x3 . ?x3 P3 ?x4 . ?x4 P4 ?x5 }
with properties
val P1 = 1389363200 val P2 = 52239 val P3 = 1164541952 val P4 = 1164156928
The plans produced by each method are:
- SPARQL DF:
val t1 = df.where(s"p=$P1").select("s","o").withColumnRenamed("s", "x1").withColumnRenamed("o", "x2") val t2 = df.where(s"p=$P2").select("s","o").withColumnRenamed("s", "x2").withColumnRenamed("o", "x3") val t3 = df.where(s"p=$P3").select("s","o").withColumnRenamed("s", "x3").withColumnRenamed("o", "x4") val t4 = df.where(s"p=$P4").select("s","o").withColumnRenamed("s", "x4").withColumnRenamed("o", "x5") val res = t1.join(t2,Seq("x2")).join(t3,Seq("x3")).join(t4,Seq("x4"))
- SPARQL Hybrid DF:
val P2 = 52239 val P3 = 1164541952 val P4 = 1164156928 val subg = df.where(s"p in ($P2, $P3, $P4)") subg.persist subg.count val st2 = subg.where(s"p= $P2").select("s","o").withColumnRenamed("s", "x2").withColumnRenamed("o", "x3") val st3 = subg.where(s"p= $P3").select("s","o").withColumnRenamed("s", "x3").withColumnRenamed("o", "x4") val st4 = subg.where(s"p= $P4").select("s","o").withColumnRenamed("s", "x4").withColumnRenamed("o", "x5") val res = t1.join(st2,Seq("x2")).join(st3,Seq("x3")).join(st4,Seq("x4")) res.count
Chain6 query
Snowflake queries
WatDiv queries
site/recherche/logiciels/sparqlwithspark.1473782027.txt.gz · Dernière modification : de hubert