ื•ื•ืึธืก ืื™ื– ืื™ืฆื˜ ื’ืขืฉืขืขื ื™ืฉ ืžื™ื˜ RDF ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ื–?

ื“ื™ ืกืขืžืึทื ื˜ื™ืง ื•ื•ืขื‘ ืื•ืŸ ืœื™ื ื’ืงื˜ ื“ืึทื˜ืŸ ื–ืขื ืขืŸ ื•ื•ื™ ื•ื™ืกื•ื•ื™ื™ื ื™ืงืกื˜ ืคึผืœืึทืฅ: ืขืก ืื™ื– ืงื™ื™ืŸ ืœืขื‘ืŸ ื“ืึธืจื˜. ืฆื• ื’ื™ื™ืŸ ื“ืึธืจื˜ ืคึฟืึทืจ ืึท ืžืขืจ ืึธื“ืขืจ ื•ื•ื™ื™ื ื™ืงืขืจ ืœืึทื ื’ ืฆื™ื™ึทื˜ ... ืื™ืš ื˜ืึธืŸ ื ื™ื˜ ื•ื•ื™ืกืŸ ื•ื•ืึธืก ื–ื™ื™ ื“ืขืจืฆื™ื™ืœื˜ ืื™ืจ ื•ื•ื™ ืึท ืงื™ื ื“ ืื™ืŸ ืขื ื˜ืคืขืจ ืฆื• "ืื™ืš ื•ื•ื™ืœืŸ ืฆื• ื•ื•ืขืจืŸ ืึทืŸ ืึทืกื˜ืจืึธื ืึทื•ื•ื˜." ืึธื‘ืขืจ ืื™ืจ ืงืขื ืขืŸ ืึธื‘ืกืขืจื•ื•ื™ืจืŸ ื•ื•ืึธืก ืื™ื– ื’ืขืฉืขืขื ื™ืฉ ืื•ื™ืฃ ื“ืขืจ ืขืจื“; ืขืก ืื™ื– ืคื™ืœ ื’ืจื™ื ื’ืขืจ ืฆื• ื•ื•ืขืจืŸ ืึท ืœื™ื‘ื”ืึธื‘ืขืจ ืึทืกื˜ืจืึธื ืึธืžืขืจ ืึธื“ืขืจ ืืคื™ืœื• ืึท ืคืึทื›ืžืึทืŸ.

ื“ืขืจ ืึทืจื˜ื™ืงืœ ื•ื•ืขื˜ ืคืึธืงื•ืก ืื•ื™ืฃ ื“ื™ ืœืขืฆื˜ืข, ื ื™ื˜ ืขืœื˜ืขืจ ื•ื•ื™ ืขื˜ืœืขื›ืข ื—ื“ืฉื™ื, ื˜ืจืขื ื“ืก ืคื•ืŸ ื“ืขืจ ื•ื•ืขืœื˜ ืคื•ืŸ RDF ืกื˜ืึธืจื™ื“ื–ืฉ. ื“ื™ ืžืขื˜ืึทืคืึธืจ ืื™ืŸ ื“ืขืจ ืขืจืฉื˜ืขืจ ืคึผืึทืจืึทื’ืจืึทืฃ ืื™ื– ื™ื ืกืคึผื™ื™ืขืจื“ ื“ื•ืจืš ื“ื™ ืขืคึผืึธืก-ืกื™ื™ื–ื“ ื’ืึทื ืฆืข ื‘ื™ืœื“ ืื•ื ื˜ืขืจ ื“ื™ ืฉื ื™ื™ึทื“ืŸ.


ืขืคึผืึธืก ื‘ื™ืœื“

ื•ื•ืึธืก ืื™ื– ืื™ืฆื˜ ื’ืขืฉืขืขื ื™ืฉ ืžื™ื˜ RDF ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ื–?

I. GraphQL ืคึฟืึทืจ RDF ืึทืงืกืขืก

ื–ื™ื™ ื–ืื’ืŸืึทื– GraphQL ื™ื™ืžื– ืฆื• ื•ื•ืขืจืŸ ืึท ื•ื ื™ื•ื•ืขืจืกืึทืœ ื“ืึทื˜ืึทื‘ื™ื™ืก ืึทืงืกืขืก ืฉืคึผืจืึทืš. ื•ื•ืึธืก ื•ื•ืขื’ืŸ ื“ื™ ืคื™ื™ื™ืงื™ื™ื˜ ืฆื• ืึทืงืกืขืก RDF ื ื™ืฆืŸ GraphQL?

ืื•ื™ืก ืคื•ืŸ ื“ื™ ืงืขืกื˜ืœ ื“ื™ ื’ืขืœืขื’ื ื”ื™ื™ื˜ ืื™ื– ืฆื•ื’ืขืฉื˜ืขืœื˜ ื“ื•ืจืš:

ืื•ื™ื‘ ื“ื™ ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ ื˜ื•ื˜ ื ื™ืฉื˜ ืฆื•ืฉื˜ืขืœืŸ ืึทื–ืึท ืึท ื’ืขืœืขื’ื ื”ื™ื™ื˜, ืขืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ื™ืžืคึผืœืึทืžืขื ืึทื“ ื™ื ื“ื™ืคึผืขื ื“ืึทื ื˜ืœื™ ื“ื•ืจืš ืฉืจื™ื™ื‘ืŸ ืึท ืฆื•ื ืขืžืขืŸ "ืจืขืกืึธืœื•ื•ืขืจ". ื“ืึธืก ืื™ื– ื•ื•ืึธืก ื–ื™ื™ ื”ืื‘ืŸ, ืœืžืฉืœ, ืื™ืŸ ื“ื™ ืคืจืื ืฆื•ื™ื–ื™ืฉ ืคึผืจื•ื™ืขืงื˜ ื“ืึทื˜ืึท ื˜ื•ืจื™ื–ื. ืึธื“ืขืจ ืื™ืจ ืงืขื ืขืŸ ื ื™ื˜ ืฉืจื™ื™ึทื‘ืŸ ืขืคึผืขืก, ืึธื‘ืขืจ ื ืึธืจ ื ืขืžืขืŸ HyperGraphQL.

ืคึฟื•ืŸ ื“ื™ ืคื•ื ื˜ ืคื•ืŸ ืžื™ื™ื ื•ื ื’ ืคื•ืŸ ืึทืŸ ืืจื˜ืื“ืืงืก ืื ื”ืขื ื’ืขืจ ืคื•ืŸ ื“ื™ ืกืขืžืึทื ื˜ื™ืง ื•ื•ืขื‘ ืื•ืŸ ืœื™ื ื’ืงื˜ ื“ืึทื˜ืึท, ืึทืœืข ื“ืขื, ืคื•ืŸ ืงื•ืจืก, ืื™ื– ื˜ืจื•ื™ืขืจื™ืง, ื•ื•ื™ื™ึทืœ ืขืก ืกื™ืžื– ื“ื™ื–ื™ื™ื ื“ ืคึฟืึทืจ ื™ื ื˜ืึทื’ืจื™ื™ืฉืึทื ื– ื’ืขื‘ื•ื™ื˜ ืึทืจื•ื ื“ื™ ื•ื•ื™ื™ึทื˜ืขืจ ื“ืึทื˜ืŸ ืกื™ืœืึธ, ืื•ืŸ ื ื™ื˜ ืคึผืึทืกื™ืง ืคึผืœืึทื˜ืคืึธืจืžืก (RDF ืกื˜ืึธืจื–, ืคื•ืŸ ืœื•ื™ืฃ) .

ื“ื™ ื™ืžืคึผืจืขืกืกื™ืึธื ืก ืคื•ืŸ ืงืึทืžืคึผืขืจื™ื ื’ GraphQL ืžื™ื˜ SPARQL ื–ืขื ืขืŸ ืฆื•ื•ื™ื™-ืคืึธืœื“.

  • ืื•ื™ืฃ ื“ื™ ืื™ื™ืŸ ื”ืึทื ื˜, GraphQL ืงื•ืงื˜ ื•ื•ื™ ืึท ื•ื•ื™ื™ึทื˜ ืงืึธืจืขื•ื• ืคื•ืŸ SPARQL: ืขืก ืกืึทืœื•ื•ื– ื“ื™ ืคึผืจืึธื‘ืœืขืžืก ืคื•ืŸ ืจืขืกืึทืžืคึผืœื™ื ื’ ืื•ืŸ ืงื™ื™ืคืœ ืคื•ืŸ ืคึฟืจืื’ืŸ ื•ื•ืึธืก ื–ืขื ืขืŸ ื˜ื™ืคึผื™ืฉ ืคึฟืึทืจ REST - ืึธืŸ ื•ื•ืึธืก, ืžื™ืกื˜ืึธืžืข, ืขืก ื•ื•ืึธืœื˜ ื ื™ื˜ ื–ื™ื™ืŸ ืžืขื’ืœืขืš ืฆื• ื‘ืึทื˜ืจืึทื›ื˜ืŸ. ืึธื ืคึฟืจืขื’ ืฉืคึผืจืึทืš, ืœืคึผื—ื•ืช ืคึฟืึทืจ ื“ื™ ื•ื•ืขื‘;
  • ืื•ื™ืฃ ื“ื™ ืื ื“ืขืจืข ื”ืึทื ื˜, ื“ื™ ืฉื˜ืจืขื ื’ ืกื˜ืฉืขืžืึท ืคื•ืŸ GraphQL ืื™ื– ื“ื™ืกืึทืคึผื•ื™ื ื™ื“. ืึทืงืงืึธืจื“ื™ื ื’ืœื™, ื–ื™ื™ืŸ "ื™ื ื˜ืจืึธื•ืกืคึผืขืงื˜ื™ื•ื•ื ืึทืก" ืžื™ื™ื ื˜ ื–ื™ื™ืขืจ ืœื™ืžื™ื˜ืขื“ ืงืึทืžืคึผืขืจื“ ืžื™ื˜ ื“ื™ ืคื•ืœ ืจืขืคืœืขืงืกื™ื•ื•ื™ื˜ื™ ืคื•ืŸ RDF. ืื•ืŸ ืขืก ืื™ื– ืงื™ื™ืŸ ืึทื ืึทืœืึธื’ ืคื•ืŸ ืคืึทืจืžืึธื’ ืคึผืึทื˜ืก, ืึทื–ื•ื™ ืขืก ืื™ื– ื ื™ืฉื˜ ืืคื™ืœื• ื–ื™ื™ืขืจ ืงืœืึธืจ ื•ื•ืึธืก ืขืก ืื™ื– "ื’ืจืึทืฃ-".

ื•ื•. ืึทื“ืึทืคึผื˜ืขืจื– ืคึฟืึทืจ MongoDB

ื ื’ืึทื ื’ ืงืึทืžืคึผืœืึทืžืขื ื˜ืฉื™ ืฆื• ื“ื™ ืคืจื™ืขืจื“ื™ืงืข.

  • ืื™ืฆื˜ ืื™ืŸ Stardog ื˜ืึธืžืขืจ - ืื™ืŸ ื‘ืึทื–ื•ื ื“ืขืจ, ืึทืœืข ืื•ื™ืฃ ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ GraphQL - ืงืึทื ืคื™ื’ื™ืขืจ ื“ื™ ืžืึทืคึผื™ื ื’ ืคื•ืŸ MongoDB ื“ืึทื˜ืŸ ืื™ืŸ ื•ื•ื™ืจื˜ื•ืึทืœ RDF ื’ืจืึทืคืก;
  • Ontotext GraphDB ื”ืื˜ ืœืขืฆื˜ื ืก ืขืก ืึทืœืึทื•ื– ืึทืจื™ื™ึทื ืœื™ื™ื’ืŸ ืคืจืึทื’ืžืึทื ืฅ ืื™ืŸ SPARQL ืื•ื™ืฃ MongoDB Query.

ืื•ื™ื‘ ืžื™ืจ ืจืขื“ืŸ ืžืขืจ ื‘ืจื™ื™ื˜ ื•ื•ืขื’ืŸ ืึทื“ืึทืคึผื˜ืขืจื– ืฆื• JSON ืงื•ื•ืืœืŸ, ื•ื•ืึธืก ืœืึธื–ืŸ ืžืขืจ ืึธื“ืขืจ ื•ื•ื™ื™ื ื™ืงืขืจ "ืื•ื™ืฃ ื“ื™ ืคืœื™ืขืŸ" ืฆื• ืคืึธืจืฉื˜ืขืœืŸ ื“ื™ JSON ืกื˜ืึธืจื“ ืื™ืŸ ื“ื™ ืงื•ื•ืืœืŸ ื•ื•ื™ RDF, ืžื™ืจ ืงืขื ืขืŸ ืฆื•ืจื™ืงืจื•ืคืŸ ื“ื™ ื’ืึทื ืฅ ืœืึทื ื’-ืฉื˜ื™ื™ืขื ื“ื™ืง SPARQL ื“ื–ืฉืขื ืขืจื™ื™ื˜, ื•ื•ืึธืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืึทื“ื–ืฉืึทืกื˜ื™ื“, ืœืขืžืึธืฉืœ, ืฆื• ืึทืคึผืึทื˜ืฉื™ ื“ื–ืฉืขื ืึท.

ืกืึทืžืขืจื™ื™ื–ื™ื ื’ ื“ื™ ืขืจืฉื˜ืขืจ ืฆื•ื•ื™ื™ ื˜ืจืขื ื“ืก, ืžื™ืจ ืงืขื ืขืŸ ื–ืึธื’ืŸ ืึทื– RDF ืกื˜ืึธืจื™ื“ื–ืฉ ื‘ืึทื•ื•ื™ื™ื–ืŸ ืคื•ืœ ื’ืจื™ื™ื˜ืงื™ื™ึทื˜ ืคึฟืึทืจ ื™ื ื˜ืึทื’ืจื™ื™ืฉืึทืŸ ืื•ืŸ ืึธืคึผืขืจืึทืฆื™ืข ืื™ืŸ ื˜ื ืึธื™ื ืคื•ืŸ "ืคึผืึธื’ืœืึธื˜ ืคึผืขืจืกื™ืกื˜ืึทื ืก". ืขืก ืื™ื– ื‘ืืงืื ื˜, ืึธื‘ืขืจ, ืึทื– ื“ืึธืก ืœืขืฆื˜ืข ืื™ื– ืœืึทื ื’ ืฉื•ื™ืŸ ืื•ื™ืก ืคื•ืŸ ืฉื ื™ื˜, ืื•ืŸ ืื™ื– ืจื™ืคึผืœื™ื™ืกื˜ ื“ื•ืจืš ืงื•ืžื˜ ืžืึทืœื˜ื™-ืžืึธื“ืขืœ. ื•ื•ืึธืก ื•ื•ืขื’ืŸ ืžื•ืœื˜ื™-ืžืึธื“ืขืœื™ื ื’ ืื™ืŸ ื“ืขืจ ื•ื•ืขืœื˜ ืคื•ืŸ RDF ืกื˜ืึธืจื™ื“ื–ืฉ?

ืื™ืŸ ืงื•ืจืฅ, ืงื™ื™ืŸ ื•ื•ืขื’. ืื™ืš ื•ื•ืึธืœื˜ ื•ื•ื™ ืฆื• ืึธืคึผื’ืขื‘ืŸ ืึท ื‘ืึทื–ื•ื ื“ืขืจ ืึทืจื˜ื™ืงืœ ืฆื• ื“ืขืจ ื˜ืขืžืข ืคื•ืŸ โ€‹โ€‹ืžื•ืœื˜ื™-ืžืึธื“ืขืœ ื“ื‘ืžืก, ืึธื‘ืขืจ ืื™ืฆื˜ ืขืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ื‘ืืžืขืจืงื˜ ืึทื– ืขืก ื–ืขื ืขืŸ ื“ืขืจื•ื•ื™ื™ึทืœ ืงื™ื™ืŸ ืžื•ืœื˜ื™-ืžืึธื“ืขืœ ื“ื‘ืžืก "ื‘ืื–ื™ืจื˜" ืื•ื™ืฃ ืึท ื’ืจืึทืคื™ืง ืžืึธื“ืขืœ (RDF ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืขื”ืืœื˜ืŸ ืึท ื˜ื™ืคึผ ืคื•ืŸ ืขืก) . ืขื˜ืœืขื›ืข ืงืœื™ื™ืŸ ืžื•ืœื˜ื™-ืžืึธื“ืขืœื™ื ื’ - RDF ืกื˜ืึธืจื™ื“ื–ืฉ ืฉื˜ื™ืฆืŸ ืคึฟืึทืจ ืึทืŸ ืึธืœื˜ืขืจื ืึทื˜ื™ื•ื• ืœืคึผื’ ื’ืจืึทืคื™ืง ืžืึธื“ืขืœ - ื•ื•ืขื˜ ื–ื™ื™ืŸ ื“ื™ืกืงืึทืกื˜ ืื™ืŸ ืึธืคึผื˜ื™ื™ืœื•ื ื’ V.

III. OLTP ื•ื•ืก. OLAP

ืึธื‘ืขืจ, ื“ืขืจ ื–ืขืœื‘ื™ืงืขืจ ื’ืึทืจื˜ื ืขืจ ืฉืจื™ื™ื‘ื˜ืึทื– ืžื•ืœื˜ื™ืžืึธื“ืขืœ ืื™ื– ืึท ืกื™ื ื•ืก ืงื•ื•ืึท ื ื™ื˜ ืฆื•ืฉื˜ืึทื ื“ ื‘ืคึฟืจื˜ ืคึฟืึทืจ ืึทืคึผืขืจื™ื™ื˜ื™ื ื’ ืจื•ืžื– ื“ื‘ืžืก. ื“ืึธืก ืื™ื– ืคืึทืจืฉื˜ื™ื™ื™ืง: ืื™ืŸ ืึท ืกื™ื˜ื•ืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹"ืžืึทืœื˜ื™ื•ื•ืึทืจื™ืึทื˜ืข ืกื˜ืึธืจื™ื“ื–ืฉ", ื“ื™ ื”ื•ื™ืคึผื˜ ืคึผืจืึธื‘ืœืขืžืก ืฉื˜ื™ื™ืขืŸ ืžื™ื˜ ื˜ืจืึทื ืกืึทืงื˜ื™ืึธื ืึทืœื™ื˜ื™.

ืึธื‘ืขืจ ื•ื•ื• ื–ืขื ืขืŸ RDF ืกื˜ืึธืจื™ื“ื–ืฉ ืื•ื™ืฃ ื“ื™ OLTP-OLAP ื•ื•ืึธื’? ืื™ืš ื•ื•ืืœื˜ ื’ืขืขื ื˜ืคืขืจื˜ ืื–ื•ื™: ื ื™ืฉื˜ ื“ืืจื˜ ืื•ืŸ ื ื™ืฉื˜ ื“ื. ืฆื• ืึธื ื•ื•ื™ื™ึทื–ืŸ ื•ื•ืึธืก ื–ื™ื™ ื–ืขื ืขืŸ ื‘ื“ืขื” ืคึฟืึทืจ, ืขื˜ืœืขื›ืข ื“ืจื™ื˜ ืึทื‘ืจื™ื•ื•ื™ื™ื™ืฉืึทืŸ ืื™ื– ื“ืืจืฃ. ื•ื•ื™ ืึทืŸ ืึธืคึผืฆื™ืข ืื™ืš ื•ื•ืึธืœื˜ ืจืขืงืึธืžืขื ื“ื™ืจืŸ OLIP - ืึธื ืœื™ื™ืŸ ืื™ื ื˜ืขืœืขืงื˜ื•ืึทืœ ืคึผืจืึทืกืขืกื™ื ื’.

ืึธื‘ืขืจ, ื ืึธืš:

  • ื“ื™ ื™ื ื˜ืึทื’ืจื™ื™ืฉืึทืŸ ืžืขืงืึทื ื™ื–ืึทืžื– ืžื™ื˜ MongoDB ื™ืžืคึผืœืึทืžืขื ืึทื“ ืื™ืŸ GraphDB ื–ืขื ืขืŸ ื ื™ื˜ ืงืœืขื ืกื˜ืขืจ ื‘ื“ืขื” ืฆื• ืึทืจื‘ืขื˜ืŸ ืึทืจื•ื ืฉืจื™ื™ึทื‘ืŸ ืคืึธืจืฉื˜ืขืœื•ื ื’ ื™ืฉื•ื–;
  • ืกื˜ืึทืจื“ืึธื’ ื’ื™ื™ื˜ ืืคื™ืœื• ื•ื•ื™ื™ึทื˜ืขืจ ืื•ืŸ ื’ืึธืจ ืจื™ืจื™ื™ื˜ืก ืžืึธื˜ืึธืจ, ื•ื•ื™ื“ืขืจ ืžื™ื˜ ื“ืขืจ ืฆื™ืœ ืคื•ืŸ ื™ืžืคึผืจื•ื•ื•ื™ื ื’ ืจืขืงืึธืจื“ื™ื ื’ ืคืึธืจืฉื˜ืขืœื•ื ื’.

ืื™ืฆื˜ ืœืึธื–ืŸ ืžื™ืจ ื‘ืึทืงืขื ืขืŸ ืึท ื ื™ื™ึท ืฉืคึผื™ืœืขืจ ืฆื• ื“ื™ ืžืึทืจืง. ืคึฟื•ืŸ ื“ื™ ืงืจื™ื™ื™ื˜ืขืจื– ืคื•ืŸ IBM Netezza ืื•ืŸ Amazon Redshift - ืึทื ื–ืึธื’ืจืึทืฃ โ„ข. ื ื‘ื™ืœื“ ืคื•ืŸ ืึท ืึทื“ื•ื•ืขืจื˜ื™ื™ื–ืžืึทื ื˜ ืคึฟืึทืจ ืึท ืคึผืจืึธื“ื•ืงื˜ ื‘ืื–ื™ืจื˜ ืื•ื™ืฃ ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืึทืจื™ื™ึทื ื’ืขืฉื™ืงื˜ ืื™ืŸ ื“ื™ ืึธื ื”ื™ื™ื‘ ืคื•ืŸ ื“ืขื ืึทืจื˜ื™ืงืœ. AnzoGraph ืฉื˜ืขืœื˜ ื–ื™ืš ื•ื•ื™ ืึท GOLAP ืœื™ื™ื–ื•ื ื’. ื•ื•ื™ ื˜ืึธืŸ ืื™ืจ ื•ื•ื™ SPARQL ืžื™ื˜ ืคึฟืขื ืฆื˜ืขืจ ืคืึทื ื’ืงืฉืึทื ื–? โ€”

SELECT ?month (COUNT(?event) OVER (PARTITION BY ?month) AS ?events) WHERE {  โ€ฆ  }

IV. RocksDB

ืฉื•ื™ืŸ ื”ืขื›ืขืจ ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ืึท ืœื™ื ืง ืฆื• ื“ื™ ืžืขืœื“ืŸ ืคื•ืŸ Stardog 7 Beta, ื•ื•ืึธืก ื”ืื˜ ื’ืขื–ืื’ื˜ ืึทื– Stardog ืื™ื– ื’ืขื’ืื ื’ืขืŸ ืฆื• ื ื•ืฆืŸ RocksDB ื•ื•ื™ ืึท ืึทื ื“ืขืจืœื™ื™ื™ื ื’ ืกื˜ืึธืจื™ื“ื–ืฉ ืกื™ืกื˜ืขื - ืึท ืฉืœื™ืกืœ-ื•ื•ืขืจื˜ ืงืจืึธื, ืึท ืคืึทืกืขื‘ืึธืึธืง ื’ืึธืคึผืœ ืคื•ืŸ Google's LevelDB. ืคืืจื•ื•ืืก ืื™ื– ืขืก ื•ื•ืขืจื˜ ืฆื• ืจืขื“ืŸ ื•ื•ืขื’ืŸ ืึท ื–ื™ื›ืขืจ ื’ืึทื ื’?

ืขืจืฉื˜ืขืจ, ืื•ื™ื‘ ืžืฉืคื˜ืŸ ื“ื•ืจืš ื•ื•ื™ืงื™ืคืขื“ื™ืข ืึทืจื˜ื™ืงืœ, ื ื™ื˜ ื‘ืœื•ื™ื– RDF ืกื˜ืึธืจื™ื“ื–ืฉ ื–ืขื ืขืŸ "ื˜ืจืึทื ืกืคึผืœืึทื ื˜ื™ื“" ืฆื• RocksDB. ืขืก ื–ืขื ืขืŸ ืคึผืจืึทื“ื–ืฉืขืงืก ืฆื• ื ื•ืฆืŸ RocksDB ื•ื•ื™ ืึท ืกื˜ืึธืจื™ื“ื–ืฉ ืžืึธื˜ืึธืจ ืื™ืŸ ArangoDB, MongoDB, MySQL ืื•ืŸ MariaDB, Cassandra.

ืฆื•ื•ื™ื™ื˜ื ืก, ืคืจืื™ืขืงื˜ืŸ (ื“ืึธืก ืื™ื–, ื ื™ืฉื˜ ืคึผืจืึธื“ื•ืงื˜ืŸ) ืื•ื™ืฃ ื‘ืึทื˜ื™ื™ึทื˜ื™ืง ื˜ืขืžืขืก ื–ืขื ืขืŸ ื‘ืืฉืืคืŸ ืื•ื™ืฃ RocksDB.

ืคึฟืึทืจ ื‘ื™ื™ึทืฉืคึผื™ืœ, eBay ื ื™ืฆื˜ RocksDB ืื™ืŸ ืคึผืœืึทื˜ืคืึธืจืžืข ืคึฟืึทืจ ื“ื™ื™ืŸ "ื•ื•ื™ืกืŸ ื’ืจืึทืคื™ืง". ืื’ื‘, ืขืก ืื™ื– ืžืึธื“ื ืข ืฆื• ืœื™ื™ืขื ืขืŸ: ื“ื™ ืึธื ืคืจืขื’ ืฉืคึผืจืึทืš ืกื˜ืึทืจื˜ืขื“ ื•ื•ื™ ืึท ื”ื™ื™ื-ื“ืขืจื•ื•ืึทืงืกืŸ ืคึฟืึธืจืžืึทื˜, ืึธื‘ืขืจ ืœืขืฆื˜ื ืก ืขืก ืื™ื– ื’ืขื•ื•ืขืŸ ื™ื‘ืขืจื’ืึทื ื’ ืฆื• ื–ื™ื™ืŸ ืคื™ืœ ืžืขืจ ื•ื•ื™ SPARQL. ื•ื•ื™ ืื™ืŸ ื“ื™ ื•ื•ื™ืฅ: ืงื™ื™ืŸ ืขื ื™ืŸ ื•ื•ื™ ืคื™ืœ ื•ื•ื™ืกืŸ ื’ืจืึทืคื™ืง ืžื™ืจ ืžืึทื›ืŸ, ืžื™ืจ ื ืึธืš ืขื ื“ื™ืงืŸ ืžื™ื˜ RDF.

ืืŸ ืื ื“ืขืจ ื‘ื™ื™ึทืฉืคึผื™ืœ - ืื™ื™ื ืขืจ ื•ื•ืึธืก ืื™ื– ืืจื•ื™ืก ืžื™ื˜ ืขื˜ืœืขื›ืข ื—ื“ืฉื™ื ืฆื•ืจื™ืง Wikidata ื’ืขืฉื™ื›ื˜ืข ืึธื ืคึฟืจืขื’ ืกืขืจื•ื•ื™ืก. ืื™ื™ื“ืขืจ ื–ื™ื™ืŸ ื”ืงื“ืžื”, ื•ื•ื™ืงื™ื“ืึทื˜ืึท ื”ื™ืกื˜ืืจื™ืฉืข ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข ื”ืื˜ ืฆื• ื–ื™ื™ืŸ ืึทืงืกืขืกื˜ ื“ื•ืจืš MWAPI ืฆื• ื“ืขืจ ื ืึธืจืžืึทืœ Mediawiki API. ืื™ืฆื˜ ืึท ืคึผืœืึทืฅ ืื™ื– ืžืขื’ืœืขืš ืžื™ื˜ ืจื™ื™ืŸ SPARQL. "ืื•ื ื˜ืขืจ ื“ื™ ืงืึทืคึผื˜ืขืจ" ืขืก ืื™ื– ืื•ื™ืš RocksDB. ื“ื•ืจืš ื“ืขื ื•ื•ืขื’, WDHQS ืื™ื– ื’ืขื•ื•ืขืŸ ื’ืขืžืื›ื˜, ืขืก ืžื™ื™ื ื˜, ื“ื•ืจืš ื“ืขืจ ืžืขื ื˜ืฉ ื•ื•ืึธืก ื™ืžืคึผืึธืจื˜ื™ื“ Freebase ืื™ืŸ ื“ื™ Google Knowledge Graph.

V. ืœืคึผื’ ืฉื˜ื™ืฆืŸ

ืœืึธื–ืŸ ืžื™ืจ ื“ืขืจืžืึธื ืขืŸ ื“ื™ ื”ื•ื™ืคึผื˜ ื—ื™ืœื•ืง ืฆื•ื•ื™ืฉืŸ ืœืคึผื’ ื’ืจืึทืคืก ืื•ืŸ RDF ื’ืจืึทืคืก.

ืื™ืŸ ืœืคึผื’, ืกืงืึทืœืึทืจ ืคึผืจืึธืคึผืขืจื˜ื™ืขืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ืึทืกื™ื™ื ื“ ืฆื• ื‘ืจืขื’ ื™ื ืกื˜ืึทื ืกื™ื–, ื‘ืฉืขืช ืื™ืŸ RDF ื–ื™ื™ ืงืขื ืขืŸ ื–ื™ื™ืŸ ืึทืกื™ื™ื ื“ ื‘ืœื•ื™ื– ืฆื• ื‘ืจืขื’ "ื˜ื™ื™ืคึผืก" (ืึธื‘ืขืจ ื ื™ื˜ ื‘ืœื•ื™ื– ืกืงืึทืœืึทืจ ืคึผืจืึธืคึผืขืจื˜ื™ืขืก, ืึธื‘ืขืจ ืื•ื™ืš ืคึผืจืึธืกื˜ ืงืึทื ืขืงืฉืึทื ื–). ื“ื™ ื‘ืึทื’ืจืขื ืขืฆื•ื ื’ ืคื•ืŸ RDF ืงืึทืžืคึผืขืจื“ ืฆื• ืœืคึผื’ ื‘ืึทืงื•ืžืขืŸ ืื™ื™ื ืขืจ ืึธื“ืขืจ ืื ื“ืขืจืŸ ืžืึธื“ืขืœื™ื ื’ ื˜ืขื›ื ื™ืง. ื“ื™ ืœื™ืžื™ื˜ื™ื™ืฉืึทื ื– ืคื•ืŸ ืœืคึผื’ ืงืึทืžืคึผืขืจื“ ืžื™ื˜ RDF ื–ืขื ืขืŸ ืžืขืจ ืฉื•ื•ืขืจ ืฆื• ื‘ืึทืงื•ืžืขืŸ, ืึธื‘ืขืจ ืœืคึผื’ ื’ืจืึทืคืก ื–ืขื ืขืŸ ืžืขืจ ื•ื•ื™ ื‘ื™ืœื“ืขืจ ืคื•ืŸ ืึท ื”ืึทืจืึทืจื™ ืœืขืจื ื‘ื•ืš ื•ื•ื™ RDF ื’ืจืึทืคืก, ื•ื•ืึธืก ืื™ื– ื•ื•ืึธืก ืžืขื ื˜ืฉืŸ ื•ื•ืขืœืŸ ื–ื™ื™.

ื“ืึธืš, ื“ื™ ืึทืจื‘ืขื˜ ืคื•ืŸ "ืœืคึผื’ ืฉื˜ื™ืฆืŸ" ืคืืœืŸ ืื™ืŸ ืฆื•ื•ื™ื™ ืคึผืึทืจืฅ:

  1. ืžืึทื›ืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ ืฆื• ื“ื™ RDF ืžืึธื“ืขืœ ื•ื•ืึธืก ืžืึทื›ืŸ ืขืก ืžืขื’ืœืขืš ืฆื• ืกื™ืžื•ืœื™ืจืŸ ืœืคึผื’ ืกื˜ืจืึทืงื˜ืฉืขืจื– ืื™ืŸ ืขืก;
  2. ืžืึทื›ืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ ืฆื• ื“ื™ RDF ืึธื ืคึฟืจืขื’ ืฉืคึผืจืึทืš ื•ื•ืึธืก ืžืึทื›ืŸ ืขืก ืžืขื’ืœืขืš ืฆื• ืึทืงืกืขืก ื“ืึทื˜ืŸ ืื™ืŸ ื“ืขื ืžืึทื“ืึทืคื™ื™ื“ ืžืึธื“ืขืœ, ืึธื“ืขืจ ื™ืžืคึผืœืึทืžืขื ื™ื ื’ ื“ื™ ืคื™ื™ื™ืงื™ื™ื˜ ืฆื• ืžืึทื›ืŸ ืคึฟืจืื’ืŸ ืฆื• ื“ืขื ืžืึธื“ืขืœ ืื™ืŸ ืคืึธืœืงืก ืœืคึผื’ ืึธื ืคึฟืจืขื’ ืฉืคึผืจืึทื›ืŸ.

V.1. ื“ืึทื˜ืึท ืžืึธื“ืขืœ

ืขืก ื–ืขื ืขืŸ ืขื˜ืœืขื›ืข ืžืขื’ืœืขืš ืึทืคึผืจืึธื•ื˜ืฉื™ื– ื“ืึธ.

V.1.1. ืกื™ื ื’ืœืขื˜ืึธืŸ ืคืึทืจืžืึธื’

ื“ื™ ืžืขืจืกื˜ ืœื™ื˜ืขืจืึทืœ ืฆื•ื’ืึทื ื’ ืฆื• ื›ืึทืจืžืึทื ื™ื™ื–ื™ื ื’ RDF ืื•ืŸ LPG ืื™ื– ืžื™ืกื˜ืึธืžืข ืกื™ื ื’ืœืขื˜ืึธืŸ ืคืึทืจืžืึธื’:

  • ืึทื ืฉื˜ืึธื˜, ืœืžืฉืœ, ื“ื™ ืคึผืจื™ื“ื™ืงืึทื˜ :isMarriedTo ืคึผืจืขื“ื™ืงืึทื˜ืขืก ื–ืขื ืขืŸ ื’ืขื ื™ืฆื˜ :isMarriedTo1, :isMarriedTo2 ืื•ืŸ ื”. ื“.
  • ื“ื™ ืคึผืจืขื“ื™ืงืึทื˜ืขืก ื“ืขืžืึธืœื˜ ื•ื•ืขืจืŸ ื“ื™ ืกืึทื‘ื“ื–ืฉืขืงืฅ ืคื•ืŸ ื ื™ื™ึทืข ื˜ืจื™ืคึผืœืึทืฅ: :isMarriedTo1 :since "2013-09-13"^^xsd:date ืืื–"ื• ื•
  • ื“ื™ ืงืฉืจ ืคื•ืŸ ื“ื™ ื™ื ืกื˜ืึทื ืกื™ื– ืคื•ืŸ ืคึผืจืขื“ื™ืงืึทืฅ ืžื™ื˜ ืึท ืคึผืจืึธืกื˜ ืคึผืจืขื“ื™ืงืึทื˜ ืื™ื– ื’ืขื’ืจื™ื ื“ืขื˜ ื“ื•ืจืš ื˜ืจื™ืคึผืœืึทืฅ ืคื•ืŸ ื“ื™ ืคืึธืจืขื :isMarriedTo1 rdf:singletonPropertyOf :isMarriedTo.
  • ื“ืึธืš, ื“ื™ rdf:singletonPropertyOf rdfs:subPropertyOf rdf:type, ืึธื‘ืขืจ ื˜ืจืึทื›ื˜ืŸ ื•ื•ืขื’ืŸ ื•ื•ืึธืก ืื™ืจ ื–ืึธืœ ื ื™ืฉื˜ ื ืึธืจ ืฉืจื™ื™ึทื‘ืŸ :isMarriedTo1 rdf:type :isMarriedTo.

ื“ื™ ืคึผืจืึธื‘ืœืขื ืคื•ืŸ "ืœืคึผื’ ืฉื˜ื™ืฆืŸ" ืื™ื– ืกืึทืœื•ื•ื“ ื“ืึธ ืื•ื™ืฃ ื“ื™ RDFS ืžื“ืจื’ื”. ืึทื–ืึท ืึท ื‘ืึทืฉืœื•ืก ืจื™ืงื•ื•ื™ื™ืขืจื– ื™ื ืงืœื•ื–ืฉืึทืŸ ืื™ืŸ ื“ื™ ืฆื•ื ืขืžืขืŸ ื ืึธืจืžืึทืœ. ืขื˜ืœืขื›ืข ืขื ื“ืขืจื•ื ื’ืขืŸ ืงืขืŸ ื–ื™ื™ืŸ ืคืืจืœืื ื’ื˜ ืคึฟืึทืจ RDF ืกื˜ืึธืจื– ื•ื•ืึธืก ืฉื˜ื™ืฆืŸ ืึทื˜ืึทื˜ืฉื™ื ื’ ืงืึทื ืกืึทืงื•ื•ืขื ืกืึทื–, ืึธื‘ืขืจ ืคึฟืึทืจ ืื™ืฆื˜, Singleton Property ืงืขื ืขืŸ ื–ื™ื™ืŸ ืงืึทื ืกื™ื“ืขืจื“ ื•ื•ื™ ื ืึธืจ ืืŸ ืื ื“ืขืจ ืžืึธื“ืขืœื™ื ื’ ื˜ืขื›ื ื™ืง.

V.1.2. ืจืขืึทืคืึทืงื™ื™ืฉืึทืŸ ื’ืขื˜ืืŸ ืจืขื›ื˜

ื•ื•ื™ื™ื ื™ืงืขืจ ื ืึทื™ื•ื• ืึทืคึผืจืึธื•ื˜ืฉื™ื– ืกื˜ืขื ืคื•ืŸ ื“ืขืจ ืจืขืึทืœื™ื–ื™ื™ืฉืึทืŸ ืึทื– ืคืึทืจืžืึธื’ ื™ื ืกื˜ืึทื ืกื™ื– ื–ืขื ืขืŸ ื’ืึธืจ ื™ื ืกื˜ืึทื ื˜ื™ืึทื‘ืœืข ื“ื•ืจืš ื˜ืจื™ืคึผืœืึทืฅ. ื“ื•ืจืš ืงืขื ืขืŸ ื–ืึธื’ืŸ ืขืคึผืขืก ื•ื•ืขื’ืŸ ื˜ืจื™ืคึผืœืึทืฅ, ืžื™ืจ ื•ื•ืขืœืŸ ืงืขื ืขืŸ ืฆื• ืจืขื“ืŸ ื•ื•ืขื’ืŸ ืคืึทืจืžืึธื’ ื™ื ืกื˜ืึทื ืกื™ื–.

ื“ื™ ืžืขืจืกื˜ ืฉื˜ืึทืจืง ืคื•ืŸ ื“ื™ ืึทืคึผืจืึธื•ื˜ืฉื™ื– ืื™ื– RDF*, ืื•ื™ืš ืจื“ืจ, ื’ืขื‘ื•ื™ืจืŸ ืื™ืŸ ื“ื™ ื˜ื™ืคืขื ื™ืฉืŸ ืคื•ืŸ ื‘ืœืึทื–ืขื’ืจืึทืฃ. ืขืก ืื™ื– ืคื•ืŸ ื“ื™ ืึธื ื”ื™ื™ื‘ ืขืœืขืงื˜ืขื“ ืคึฟืึทืจ ื–ื™ืš ืื•ืŸ AnzoGraph. ื“ื™ ืกืึธืœื™ื“ื™ื˜ื™ ืคื•ืŸ ื“ืขืจ ืฆื•ื’ืึทื ื’ ืื™ื– ื‘ืืฉืœืืกืŸ ื“ื•ืจืš ื“ื™ ืคืึทืงื˜ ืึทื– ืื™ืŸ ื–ื™ื™ึทืŸ ืคืจื™ื™ืžื•ื•ืขืจืง ื–ืขื ืขืŸ ื’ืขืคึฟื™ื ื˜ ืงืึธืจืึทืกืคึผืึทื ื“ื™ื ื’ ืขื ื“ืขืจื•ื ื’ืขืŸ ืื™ืŸ RDF ืกืขืžืึทื ื˜ื™ืงืก. ื“ื™ ืคื•ื ื˜, ืึธื‘ืขืจ, ืื™ื– ื’ืึธืจ ืคึผืฉื•ื˜. ืื™ืŸ ื˜ื•ืจื˜ืœืข ืกื™ืจื™ืึทืœื™ื–ืึทื˜ื™ืึธืŸ ืคื•ืŸ RDF ืื™ืจ ืงืขื ืขืŸ ืื™ืฆื˜ ืฉืจื™ื™ึทื‘ืŸ ืขืคึผืขืก ื•ื•ื™ ื“ืึธืก:

<<:bob :isMarriedTo :alice>> :since "2013-09-13"^^xsd:date .

V.1.3. ืื ื“ืขืจืข ืึทืคึผืจืึธื•ื˜ืฉื™ื–

ืื™ืจ ืงืขื ืขืŸ ื ื™ืฉื˜ ืึทืจืŸ ืžื™ื˜ ืคืึธืจืžืึทืœ ืกืขืžืึทื ื˜ื™ืงืก, ืึธื‘ืขืจ ืคืฉื•ื˜ ื™ื‘ืขืจื ืขืžืขืŸ ืึทื– ื˜ืจื™ืคึผืœืึทืฅ ื”ืึธื‘ืŸ ื–ื™ื›ืขืจ ื™ื“ืขื ื˜ื™ืคื™ืขืจืก, ื•ื•ืึธืก ื–ืขื ืขืŸ, ืคื•ืŸ ืงื•ืจืก, URIs, ืื•ืŸ ืฉืึทืคึฟืŸ ื ื™ื™ึทืข ื˜ืจื™ืคึผืœืึทืฅ ืžื™ื˜ ื“ื™ URIs. ืึทืœืข ื•ื•ืึธืก ื‘ืœื™ื™ื‘ื˜ ืื™ื– ืฆื• ื’ืขื‘ืŸ ืึทืงืกืขืก ืฆื• ื“ื™ URIs ืื™ืŸ SPARQL. ืึทื–ื•ื™ ืงื•ืžื˜ ืกื˜ืึทืจื“ืึธื’.

ืื™ืŸ ืึทืœืึทื’ืจืึธื’ืจืึทืฃ ืœืืžื™ืจ ื’ื™ื™ืŸ ืื™ืŸ ืึท ื™ื ื˜ืขืจืžื™ื“ื™ื™ื˜ ื•ื•ืขื’. ืขืก ืื™ื– ื‘ืืงืื ื˜ ืึทื– ื˜ืจื™ืคึผืœืึทื˜ ื™ื“ืขื ื˜ื™ืคื™ืขืจืก ืื™ืŸ Allegrograph ืขืก ื™ื– ืคืึทืจืึทืŸ, ืึธื‘ืขืจ ื•ื•ืขืŸ ื™ืžืคึผืœืึทืžืขื ื™ื ื’ ื“ืจื™ื™ึทื™ืง ืึทื˜ืจื™ื‘ื™ื•ืฅ ื–ื™ื™ ื˜ืึธืŸ ื ื™ื˜ ืฉื˜ืขืงืŸ ืื•ื™ืก. ืึธื‘ืขืจ, ืขืก ืื™ื– ื ืึธืš ื–ื™ื™ืขืจ ื•ื•ื™ื™ึทื˜ ืคื•ืŸ ืคืึธืจืžืึทืœ ืกืขืžืึทื ื˜ื™ืงืก. ืขืก ืื™ื– ื ืึธื•ื˜ื•ื•ืขืจื“ื™ ืึทื– ื˜ืจื™ืคึผืœืึทื˜ ืึทื˜ืจื™ื‘ื™ื•ืฅ ื–ืขื ืขืŸ ื ื™ืฉื˜ URIs, ืื•ืŸ ื“ื™ ื•ื•ืึทืœื•ืขืก ืคื•ืŸ ื“ื™ ืึทื˜ืจื™ื‘ื™ื•ืฅ ืงืขื ืขืŸ ืื•ื™ืš ื–ื™ื™ืŸ ืœื™ื˜ืขืจืึทืœ. ืœืคึผื’ ืื ื”ืขื ื’ืขืจืก ื‘ืึทืงื•ืžืขืŸ ืคึผื•ื ืงื˜ ื•ื•ืึธืก ื–ื™ื™ ื’ืขื•ื•ืืœื˜. ืื™ืŸ ื“ื™ ืกืคึผืขืฆื™ืขืœ ื™ื ื•ื•ืขื ื˜ื™ื“ NQX ืคึฟืึธืจืžืึทื˜, ืึท ื‘ื™ื™ืฉืคึผื™ืœ ืขื ืœืขืš ืฆื• ื“ืขืจ ืื•ื™ื‘ืŸ ืคึฟืึทืจ RDF * ืงื•ืงื˜ ื•ื•ื™ ื“ืึธืก:

:bob :marriedTo :alice {"since" : "2013-09-13"}

V.2. ืึธื ืคึฟืจืขื’ ืฉืคึผืจืึทื›ืŸ

ืื•ื™ื‘ ืื™ืจ ื”ืึธื˜ ื’ืขืฉื˜ื™ืฆื˜ ืœืคึผื’ ืื™ืŸ ืื™ื™ืŸ ืึธื“ืขืจ ืื ื“ืขืจืŸ ื•ื•ืขื’ ืื•ื™ืฃ ื“ื™ ืžืึธื“ืขืœ ืžื“ืจื’ื”, ืื™ืจ ื“ืึทืจืคึฟืŸ ืฆื• ืžืึทื›ืŸ ืขืก ืžืขื’ืœืขืš ืฆื• ืžืึทื›ืŸ ืคึฟืจืื’ืŸ ื•ื•ืขื’ืŸ ื“ืึทื˜ืŸ ืื™ืŸ ืึทื–ืึท ืึท ืžืึธื“ืขืœ.

  • ื‘ืœืึทื–ืขื’ืจืึทืฃ ืคึฟืึทืจ RDF * ืงื•ื•ื™ืจื™ื– ืฉื˜ื™ืฆื˜ SPARQL* ะธ ื’ืจืขืžืœื™ืŸ. ื SPARQL* ืึธื ืคึฟืจืขื’ ืงื•ืงื˜ ื•ื•ื™ ื“ืึธืก:

 SELECT * { <<:bob :isMarriedTo ?wife>> :since ?since }

  • ืึทื ื–ืึธื’ืจืึทืฃ ืื•ื™ืš ืฉื˜ื™ืฆื˜ SPARQL* ืื•ืŸ ืื™ื– ื’ืขื’ืื ื’ืขืŸ ืฆื• ืฉื˜ื™ืฆืŸ ืกื™ื™ืคืขืจ, ืึท ืึธื ืคึฟืจืขื’ ืฉืคึผืจืึทืš ืื™ืŸ Neo4j.
  • Stardog ืฉื˜ื™ืฆื˜ ื–ื™ื™ืŸ ืื™ื™ื’ืขื ืข ื™ืงืกืคึผืึทื ืฉืึทืŸ SPARQL ืื•ืŸ ื•ื•ื™ื“ืขืจ ื’ืจืขืžืœื™ืŸ. ืื™ืจ ืงืขื ืขืŸ ื‘ืึทืงื•ืžืขืŸ ื“ื™ ื˜ืจื™ืคึผืœืึทื˜ URI ืื•ืŸ "ืžืขื˜ืึท-ืื™ื ืคึฟืึธืจืžืึทืฆื™ืข" ืื™ืŸ SPARQL ืžื™ื˜ ืขืคึผืขืก ื•ื•ื™ ื“ืึธืก:

SELECT * {
    BIND (stardog:identifier(:bob, :isMarriedTo, ?wife) AS ?id)
    ?id :since ?since
}

 SELECT * { ("since" ?since)  franz:attributesNameValue  ( :bob :marriedTo ?wife ) }

ื“ื•ืจืš ื“ืขื ื•ื•ืขื’, GraphDB ืื™ืŸ ืื™ื™ืŸ ืžืึธืœ ื’ืขืฉื˜ื™ืฆื˜ Tinkerpop / Gremlin ืึธืŸ ืฉื˜ื™ืฆืŸ ืœืคึผื’, ืึธื‘ืขืจ ื“ืึธืก ืกื˜ืึทืคึผื˜ ืื™ืŸ ื•ื•ืขืจืกื™ืข 8.0 ืึธื“ืขืจ 8.1.

VI. ื˜ื™ื™ื˜ื ื™ื ื’ ืคื•ืŸ ืœื™ื™ืกืึทื ืกื™ื–

ืขืก ื–ืขื ืขืŸ ืงื™ื™ืŸ ืคืจื™ืฉ ืึทื“ื™ืฉืึทื ื– ืฆื• ื“ื™ ื™ื ื˜ืขืจืกืขืงืฉืึทืŸ ืคื•ืŸ ื“ื™ "ื˜ืจื™ืคึผืœืขืกื˜ืึธืจืข ืคื•ืŸ โ€‹โ€‹ื‘ืจื™ืจื”" ืื•ืŸ "ืขืคืขื ืขืŸ ืžืงื•ืจ ื˜ืจื™ืคึผืœืขืกื˜ืึธืจืข" ืฉื˜ืขืœื˜. ื“ื™ ื ื™ื™ึทืข ืึธืคึฟืŸ ืžืงื•ืจ RDF ืกื˜ืึธืจื– ื–ืขื ืขืŸ ืึท ืœืึทื ื’ ื•ื•ืขื’ ืคื•ืŸ ื–ื™ื™ืŸ ืึท ื’ื•ื˜ ื‘ืจื™ืจื” ืคึฟืึทืจ ื•ื•ืึธื›ืขื“ื™ืง ื ื•ืฆืŸ, ืื•ืŸ ื“ื™ ื ื™ื™ึทืข ื“ืจื™ื™ึทื™ืง ืกื˜ืึธืจื– ื•ื•ืึธืก ืื™ืš ื•ื•ืึธืœื˜ ื•ื•ื™ ืฆื• ื ื•ืฆืŸ (ื•ื•ื™ AnzoGraph) ื–ืขื ืขืŸ ืคืืจืžืื›ื˜ ืžืงื•ืจ. ืืœื, ืžื™ืจ ืงืขื ืขืŸ ืจืขื“ืŸ ื•ื•ืขื’ืŸ ื“ื™ืงืจื™ืกื™ื– ...

ืคื•ืŸ ืงื•ืจืก, ืขืคึฟืขื ืขืŸ ืžืงื•ืจ ืื™ื– ื ื™ืฉื˜ ืคืึทืจืžืึทื›ืŸ ืึทืจืึธืคึผ ืื™ืŸ ื“ืขืจ ืคืึทืจื’ืึทื ื’ืขื ื”ื™ื™ื˜, ืึธื‘ืขืจ ืขื˜ืœืขื›ืข ืขืคึฟืขื ืขืŸ ืžืงื•ืจ ืจื™ืคึผืึทื–ืึทื˜ืึธืจื™ื– ื–ืขื ืขืŸ ืกืœืึธื•ืœื™ ื ื™ื˜ ืžืขืจ ื•ื•ื™ ื•ื•ืขืจื˜ ื˜ืฉื•ื–ื™ื ื’. ื•ื•ื™ืจื˜ื•ืึธืกืึธ, ื•ื•ืึธืก ื”ืื˜ ืึทืŸ ืึธืคึฟืŸ ืžืงื•ืจ ืึทื“ื™ืฉืึทืŸ, ืื™ื–, ืื™ืŸ ืžื™ื™ืŸ ืžื™ื™ื ื•ื ื’, ื“ืขืจื˜ืจื•ื ืงืขืŸ ื’ืขื•ื•ืืจืŸ ืื™ืŸ ื‘ืึทื’ื–. ื‘ืœืึทื–ืขื’ืจืึทืฃ ืื™ื– ืคึผืขืจื˜ืฉืึทืกื˜ ื“ื•ืจืš AWS ืื•ืŸ ื’ืขื’ืจื™ื ื“ืขื˜ ื“ื™ ื™ืงืขืจ ืคื•ืŸ ืึทืžืึทื–ืึธืŸ ื ืขืคึผื˜ื•ืŸ; ืื™ืฆื˜ ืขืก ืื™ื– ื•ืžืงืœืึธืจ ืฆื™ ืขืก ื•ื•ืขื˜ ื–ื™ื™ืŸ ืœืคึผื—ื•ืช ืื™ื™ืŸ ืžืขืจ ืžืขืœื“ื•ื ื’. ื‘ืœื•ื™ื– ื“ื–ืฉืขื ืึท ื‘ืœื™ื™ื‘ื˜ ...

ืื•ื™ื‘ ืขืคึฟืขื ืขืŸ ืžืงื•ืจ ืื™ื– ื ื™ืฉื˜ ื–ื™ื™ืขืจ ื•ื•ื™ื›ื˜ื™ืง, ืึธื‘ืขืจ ืื™ืจ ื ืึธืจ ื•ื•ื™ืœืŸ ืฆื• ืคึผืจื•ื‘ื™ืจืŸ ืขืก, ืึทืœืฅ ืื™ื– ืื•ื™ืš ื•ื•ื™ื™ื ื™ืงืขืจ ืจืึธื–ืขื•ื•ืข ื•ื•ื™ ืคืจื™ืขืจ. ืœืžืฉืœ:

  • ืกื˜ืึทืจื“ืึธื’ ืกื˜ืึทืคึผืก ืคืึทืจืฉืคึผืจื™ื™ื˜ืŸ ื“ื™ ืคืจื™ื™ ื•ื•ืขืจืกื™ืข (ืึธื‘ืขืจ, ื“ืขืจ ืคึผืจืึธืฆืขืก ืฆื™ื™ื˜ ืคื•ืŸ ื“ื™ ืจืขื’ื•ืœืขืจ ื•ื•ืขืจืกื™ืข ืื™ื– ื“ืึทื‘ืึทืœื“);
  • ะฒ GraphDB Cloud, ื•ื•ื• ืคืจื™ืขืจ ืื™ืจ ืงืขืŸ ืงืœื™ื™ึทื‘ืŸ ืึท ืคืจื™ื™ ื™ืงืขืจื“ื™ืง ืคึผืœืึทืŸ, ื ื™ื™ึท ื‘ืึทื ื™ืฆืขืจ ืจืขื“ื–ืฉื™ืกื˜ืจื™ื™ืฉืึทื ื– ื”ืึธื‘ืŸ ืฉื•ื™ืŸ ืกื•ืกืคึผืขื ื“ืขื“.

ืื™ืŸ ืึทืœื’ืขืžื™ื™ืŸ, ืคึฟืึทืจ ื“ื™ ื“ื•ืจื›ืฉื ื™ื˜ืœืขืš IT ืžืขื ื˜ืฉ, ืคึผืœืึทืฅ ืื™ื– ืžืขืจ ืื•ืŸ ืžืขืจ ื™ื ืึทืงืกืขืกืึทื‘ืึทืœ; ื–ื™ื™ึทืŸ ืึทื ื˜ื•ื•ื™ืงืœื•ื ื’ ืื™ื– ืฉื™ื™ืŸ ื“ื™ ืคึผืœืึทืฅ ืคื•ืŸ ืงืึธืจืคึผืขืจื™ื™ืฉืึทื ื–.

ืžืงื•ืจ: www.habr.com

ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’