Accelerator Automation Framework for Heterogeneous Computing in Datacenters
AssigneeFalcon Computing
InventorsCody Hao Yu, Peng Zhang, Jingsheng Jason Cong
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Abstract
Systems and methods for designing an information processing system are described. In one embodiment, a design space is partitioned into a plurality of independent partitions based on a defined set of rules. A unique processing core is assigned to each partition. A plurality of starting points is generated for each partition, where each starting point is associated with a machine learning algorithm. The starting points for each partition may include a performance driven seed and an area-driven seed. A set of feasible designs associated with the information processing system are determined.
Claims20
A method for designing an information processing system comprising the steps of:
- partitioning a design space of possible modifications to a source code into a plurality of independent partitions based on a defined set of rules;
- assigning a unique processing core to each partition;
- generating a plurality of starting points for each partition, wherein each starting point is associated with a machine learning algorithm;
- and
- determining a set of feasible designs associated with the information processing system.
A system comprising:
- one or more processing devices;
- and
- one or more memory devices operably coupled to the one or more processing devices and storing executable code that, when executed by the one or more processing devices, causes the one or more processing devices to:
- partition a design space of possible modifications to a source code into a plurality of independent partitions based on a defined set of rules;
- assign a unique processing core to each partition;
- generate a plurality of starting points for each partition, wherein each starting point is associated with a machine learning algorithm;
- and
- determine a set of feasible designs for an information processing system based on the source code.
Dependencies are inferred from the claim text.