Arithmetic-intensity based load cloning
US12400106B1 · kind B1 · utility
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19Claims
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Key dates
| Filing date | Jun 18, 2021 |
| Grant date | Aug 26, 2025 |
| Priority date | — |
| Expiry date | Mar 30, 2044 |
Classification
- Technology area (CPC G)Physics
- CPC primaryG06N3/045
- WIPO fieldComputer technology
- WIPO sectorElectrical engineering
Abstract
A computer-implemented method includes receiving a neural network model that includes memory load operations and a plurality of computation operations, selecting a memory load operation having an arithmetic intensity factor (AIF) greater than a threshold value from the memory load operations, grouping computation operations associated with data loaded by the selected memory load operation into two or more clusters of computation operations, and incorporating an instance of the selected memory load operation before each cluster of the two or more clusters of computation operations in the neural network model.
Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.