US 12,284,265 B2
Optimal profile selection for FHE based analytical models
Omri Soceanu, Haifa (IL); Gilad Ezov, Nesher (FI); and Ehud Aharoni, Kfar Saba (IL)
Assigned to International Business Machines Corporation, Armonk, NY (US)
Filed by International Business Machines Corporation, Armonk, NY (US)
Filed on Jun. 27, 2022, as Appl. No. 17/809,036.
Prior Publication US 2023/0421350 A1, Dec. 28, 2023
Int. Cl. H04L 9/00 (2022.01); G06F 30/20 (2020.01)
CPC H04L 9/008 (2013.01) [G06F 30/20 (2020.01)] 18 Claims
OG exemplary drawing
 
1. A computer-implemented method (CIM) comprising:
receiving a user requirements data set, with the user requirements data set including information indicative of a model architecture in which to generate a plurality of configurations;
generating, by a configuration generator module, a first plurality of configurations for determining an optimal profile, with the first plurality of configurations including information indicative of a first set of packing details and a first set of fully homomorphic encryption (FHE) configuration details;
simulating, by a configuration simulator module, each configuration of the first plurality of configurations in order to produce a first set of simulation output data;
evaluating, by a cost evaluation module, the first plurality of simulated configurations in order to determine costs associated with each configuration for a given user; and
responsive to the evaluation of the plurality of simulated configurations, determining an optimal configuration, with the optimal configuration being a configuration that yields the lowest cost to the given user.