METHOD, APPARATUS, AND SYSTEM FOR AN ARCHITECTURE FOR MACHINE LEARNING ACCELERATION

METHOD, APPARATUS, AND SYSTEM FOR AN ARCHITECTURE FOR MACHINE LEARNING ACCELERATION

A method, apparatus, and system for an architecture for machine learning acceleration is presented. An apparatus includes a plurality of processing elements, each including a tightly-coupled memory, and a memory system coupled to the processing elements. A global synchronization manager is coupled t...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: HILL, Rexford Alan, VAIDHYANATHAN, Natarajan, VERRILLI, Colin Beaton
Format: Patent
Sprache:eng ; fre ; ger
Schlagworte:
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ELECTRIC DIGITAL DATA PROCESSING
PHYSICS
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Beschreibung
Zusammenfassung:A method, apparatus, and system for an architecture for machine learning acceleration is presented. An apparatus includes a plurality of processing elements, each including a tightly-coupled memory, and a memory system coupled to the processing elements. A global synchronization manager is coupled to the plurality of the processing elements and to the memory system. The processing elements do not implement a coherency protocol with respect to the memory system. The processing elements implement direct memory access with respect to the memory system, and the global synchronization manager is configured to synchronize operations of the plurality of processing elements through the TCMs.