Invention Application
- Patent Title: DATA REUSE IN DEEP LEARNING
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Application No.: US17684764Application Date: 2022-03-02
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Publication No.: US20220188638A1Publication Date: 2022-06-16
- Inventor: Deepak Abraham Mathaikutty , Arnab Raha , Raymond Jit-Hung Sung , Debabrata Mohapatra
- Applicant: Intel Corporation
- Applicant Address: US CA Santa Clara
- Assignee: Intel Corporation
- Current Assignee: Intel Corporation
- Current Assignee Address: US CA Santa Clara
- Main IPC: G06N3/08
- IPC: G06N3/08 ; G06N3/063 ; G06F7/544

Abstract:
An apparatus for convolution operations is provided. The apparatus includes a PE array, a datastore, writing modules, reading modules, and a controlling module. The PE array performs MAC operations. The datastore includes databanks, each of which stores data to be used by a column of the PE array. The writing modules transfer data from a memory to the datastore. The reading modules transfer data from the datastore to the PE array. Each reading module may transfer data to a particular column of the PE array. The controlling module can determine the rounds of a convolution operation. Each round includes MAC operations based on a weight. The controlling module controls the writing modules and reading modules so that the same data in a databank can be reused in multiple rounds. For different rounds, the controlling module can provide a reading module accesses to different databanks.
Information query