Embedded High Performance Computing (EHPC) and Neuromorphic Computingon-demand.gputechconf.com/supercomputing/2014/... · 2014-11-19 · Embedded High Performance Computing (EHPC)

1 DISTRIBUTION A. Approved for public release; distribution unlimited (88ABW-2013-3982, 09 Sep 2013)

Integrity Service Excellence

Embedded High Performance

Computing (EHPC) and

Neuromorphic Computing

November 18, 2014

Mr. Mark Barnell

Senior Computer Scientist

Information Directorate

Air Force Research Laboratory


Outline

• Challenges

• Approaches

– Scalable computing & applications

– Exploit 3D integration

– New devices and models of computation

– Move “C4ISR to the edge” with EHPC


Challenges in Big Data Analytics

• Big data limits human performance in analysis and decision

making • High-performance information technologies for massive analytics

enables the journey from big data to information, knowledge and

wisdom.

• R&D needed to achieve trusted autonomous systems that are capable

of learning, reasoning, inferencing and interacting with human.

• Advantage in labor power could convert into global

competitive advantages • Ability to “do more, do better” with more intelligent power, less

labor power, would be a “force multiplier”

• Computing hardware technologies reach physical limits in

area, power and performance • Three-dimensional integrated circuits and systems with optimized

performance under size, weight and power (SWaP) constraints.

• RDT&E for nano/quantum/neuro device and system technologies.


Multi-Tiered Approach to

EHPC or HPEC Challenges

FUNDAMENTAL SCIENCE

TRUSTED ARCHITECTURES

TECH

DEVELOPMENT

5 DISTRIBUTION A. Approved for public release; distribution unlimited (88ABW-2011-3208, 06 Jun 2011)

The Condor Cluster

1716 SONY Playstation3s • STI Cell Broadband Engine

• PowerPC PPE

• 6 SPEs

• 256 MB RAM

84 head nodes

• 6 gateway access points

• 78 compute nodes

• Intel Xeon X5650 dual-socket hexa-

core

• (2) NVIDIA Tesla GPGPUs

• 39 nodes – (78) C2050

• 39 nodes – (78) C2070/5

• 48 GB RAM

FY10 DHPI Key design considerations: Price/performance & Performance/Watt

6 DISTRIBUTION A. Approved for Public Release [88ABW-2010-6225] Distribution Unlimited

Input: character images

Character level: auto-associative neural networks

T e tx i m ga e

Word level: confabulation algorithms based on knowledge base of weighted links among letters

Sentence level: confabulation algorithms based on knowledge base of weighted links among words and phrases

Output: “Text image”

Hybrid Neuromorphic Model

7 DISTRIBUTION A. Approved for public release; distribution unlimited (88ABW-2011-3208, 06 Jun 2011)

RADAR Data Processing for

High Resolution Images


R. U. D. I. Cluster 176 Jetson Boards (60T/flops @ 2.1kW)


3D Integration

3D

Integration

Hybrid Memory Cube

(HMC Consortium) 3D NAND Flash Memory (Toshiba)


Input Vectors

Config.

OutputBuffer

Training Complemted

Training Signal Generation

ErrorDetection

ST &Arbiter

R/WControl

CrossbarArray

M+

Diff

Std

Patt

erns

X(k) , k

=1...

m Vin CrossbarArray

M-

Summing Amplifier

& Comparator

V(t+1)

V+(t)

Vout

V-(t)

Crossbar-based Computation Core

Neuromorphic Computing Accelerator (NCA)

ADC

00101101

Arbiter

NCA

I/OCfg

Buffers

Arbiter

NCA

I/OCfg

Buffers

Arbiter

NCA

I/OCfg

Buffers

Arbiter

NCA

I/OCfg

Buffers

Brid

ge

ADC

00101101

Brid

ge

ADC

00101101

GeneralPurpose

Processor

SRAM

I/O

ConventionalProcessing Neuromorphic Computing Accelerators

Crossbar array of memristors

Bio-Inspired Computing Architecture

Neuromorphic models and algorithms

(ANN, Inference, etc.)


Moving ISR to the Tactical Edge Versatile Intelligent Sensor


Summary

• Future embedded systems are challenged to continue delivering

extreme performance in small space

• But security places additional challenges for trust, agility and

resilience

• Powerful technology drivers are still at hand to meet the

challenges

– Computer architecture innovations

– Nano and quantum advances

– 3D stacking

– Algorithm development and mapping to architectures

Documents

Embedded High Performance Computing (EHPC) and Neuromorphic Computingon-demand.gputechconf.com/supercomputing/2014/... · 2014-11-19 · Embedded High Performance Computing (EHPC)