The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Dec. 17, 2013
Filed:
Mar. 01, 2011
Douglas Ronald Burdick, San Jose, CA (US);
Amol Ghoting, Yorktown Heights, NY (US);
Rajasekar Krishnamurthy, San Jose, CA (US);
Edwin Peter Dawson Pednault, Yorktown Heights, NY (US);
Berthold Reinwald, San Jose, CA (US);
Vikas Sindhwani, Yorktown Heights, NY (US);
Shirish Tatikonda, San Jose, CA (US);
Yuanyuan Tian, San Jose, CA (US);
Shivakumar Vaithyanathan, San Jose, CA (US);
Douglas Ronald Burdick, San Jose, CA (US);
Amol Ghoting, Yorktown Heights, NY (US);
Rajasekar Krishnamurthy, San Jose, CA (US);
Edwin Peter Dawson Pednault, Yorktown Heights, NY (US);
Berthold Reinwald, San Jose, CA (US);
Vikas Sindhwani, Yorktown Heights, NY (US);
Shirish Tatikonda, San Jose, CA (US);
Yuanyuan Tian, San Jose, CA (US);
Shivakumar Vaithyanathan, San Jose, CA (US);
International Business Machines Corporation, Armonk, NY (US);
Abstract
Systems and methods for processing Machine Learning (ML) algorithms in a MapReduce environment are described. In one embodiment of a method, the method includes receiving a ML algorithm to be executed in the MapReduce environment. The method further includes parsing the ML algorithm into a plurality of statement blocks in a sequence, wherein each statement block comprises a plurality of basic operations (hops). The method also includes automatically determining an execution plan for each statement block, wherein at least one of the execution plans comprises one or more low-level operations (lops). The method further includes implementing the execution plans in the sequence of the plurality of the statement blocks.