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There ’s been a disputation of sorts in AI circle about which database is more of import in find truthful information in generative AI lotion : graph or vector databases . AWS decided to result the debate to others by meld the best of both capacity in a new service announce today at AWS re : Invent call Amazon Neptune Analytics .
Swami Sivasubramanian , vice Chief Executive of data and machine learning at AWS , announce the new shaft onstage at the AI tonic at re : Invent , saying that the cloud colossus wanted to make something that commingle the best of both approach path . “ Since both graph analytics and vector are all about uncovering the obscure relationship across our data , we thought to ourselves : ‘ what if we combined vector lookup with the power to analyse monolithic amount of graph data in just seconds , ’ and today , we are doing just that , ” he said .
He explicate that the new inspection and repair helps customers analyze existing Neptune graph data or data lake on top of S3 storage , accept advantage of vector search to find key insights . “ Neptune analytics piddle it easier for you to key relationships in your graph with transmitter search by storing your graph and vector data together , ” he said .
Ray Wang , founder and principal psychoanalyst at Constellation Research , order the new cock is a ingenious combining of the two applied science . “ Vector database are cardinal for manage and question high-pitched - dimensional data for machine learning . Graph is awesome for family relationship map , ” he severalize TechCrunch . “ vector get bogged down in dimensionality , while graphs are hard to surmount . Traditionally , these two are separate . Putting them together address the weaknesses of the other . ”
Neptune Analytics is a fully managed service , meaning AWS “ takes care of the infrastructure operose lifting , enable you to reduce on problem - solving through queries and work flow . Neptune Analytics automatically allocate compute resource according to the graph ’s size of it and quickly loads all the data in memory to break away your queries in seconds , ” the company wrotein a blog postannouncing the newfangled feature .
Neptune Analytics is useable bug out today as a pay - as - you - go inspection and repair in seven AWS regions , admit US East ( Ohio , N. Virginia ) , US West ( Oregon ) , Asia Pacific ( Singapore , Tokyo ) and Europe ( Frankfurt , Ireland ) .