How to create a local Wikidata query service?

I'm trying to run a SPARQL query on Wikidata, but it times out. I'd like to download a dump and index it in some database, so I can run local SPARQL queries using HTTP requests. I also need to support Wikidata-specific extensions like SERVICE wikibase:label. I've downloaded an RDF dump. What are the next steps?