Invention Grant
- Patent Title: Dynamic, variable bit-width numerical precision on field-programmable gate arrays for machine learning tasks
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Application No.: US15833287Application Date: 2017-12-06
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Publication No.: US11216250B2Publication Date: 2022-01-04
- Inventor: Nicholas P. Malaya , Elliot H. Mednick
- Applicant: Advanced Micro Devices, Inc.
- Applicant Address: US CA Sunnyvale
- Assignee: Advanced Micro Devices, Inc.
- Current Assignee: Advanced Micro Devices, Inc.
- Current Assignee Address: US CA Sunnyvale
- Agency: Liang & Cheng, PC
- Main IPC: G06F7/57
- IPC: G06F7/57 ; G06N3/04 ; H03K19/17728 ; G06N3/08 ; G06N3/063 ; G06F7/544

Abstract:
A method includes providing a set of one or more computational units implemented in a set of one or more field programmable gate array (FPGA) devices, where the set of one or more computational units is configured to generate a plurality of output values based on one or more input values. The method further includes, for each computational unit of the set of computational units, performing a first calculation in the computational unit using a first number representation, where a first output of the plurality of output values is based on the first calculation, determining a second number representation based on the first output value, and performing a second calculation in the computational unit using the second number representation, where a second output of the plurality of output values is based on the second calculation.
Public/Granted literature
- US20190171420A1 DYNAMIC, VARIABLE BIT-WIDTH NUMERICAL PRECISION ON FPGAS FOR MACHINE LEARNING TASKS Public/Granted day:2019-06-06
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