Post Von Neumann Computing

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Transcription:

Post Von Neumann Computing Matthias Kaiserswerth Hasler Stiftung (formerly IBM Research) 1 2014 IBM Corporation

Foundation Purpose Support information and communication technologies (ICT) to advance Switzerland as a place to work and think. Mechanisms 1. Education Computer Science as compulsory subject in secondary schools 2. Research Topical research programs (Smart World, MMI, DICS) 3. Innovation Startup funding Structure Foundation board (6 Persons) split into investment and scientific committees Offices in Berne 2

IBM Research World's largest information technology research organization More than 3,000 scientists and engineers Patent Leader for 22nd Year 7,534 US Patents T.J Watson Austin Almaden Brazil Ireland Zurich Haifa Africa India China Tokyo Australia 2014 International Business Machines Corporation 3 3

Agenda 1. Von Neumann Computing 2. Big Data 3. Cognitive Computing 4. Post Von Neumann Computing 2014 International Business Machines Corporation 4

Von Neumann Computer CPU Control Unit Input Device Arithmetic/Logic Unit Output Device Memory Unit 2014 International Business Machines Corporation

Agenda 1. Von Neumann Computing 2. Big Data 3. Cognitive Computing 4. Post Von Neumann Computing 2014 International Business Machines Corporation 8

2.5 quintillion bytes of data created every day. 90% of the data in the world today has been created in the last two years alone. Every minute, 1.7 megabytes of data is created for every person on the planet. All 7.3 billion of us.

Unstructured data dark data accounts for 80% of all data generated today.

This is expect to grow to 93% by 2020.

Agenda 1. Von Neumann Computing 2. Big Data 3. Cognitive Computing 4. Post Von Neumann Computing 2014 International Business Machines Corporation 13

On February 14, 2011, IBM Watson made history 2013 International Business Machines Corporation 14 2012 International Business Machines Corporation

Tabulating Systems Era 1900-1940s Programmable Systems Era 1950s - Present Cognitive Systems Era 2011 -

Welcome to the dawn of the Cognitive Era

The Future of Computing: Non-Von Neuman for Next Generation Cognitive Applications Physics of Nanoscale Systems Quantum Computing Neuromorphic Computing

Classic vs Quantum Computer A classical computer makes use of bits to process information, 0 where each bit represents either a 1 or a 0. A quantum bit (qubit) can represent a 1, a 0, or both at once, which is known as superposition. This property along with other quantum effects enable quantum 1 computers to perform certain calculations vastly faster than is possible with classical computers. Classic Bit Qubit 0 1

Three Known Types of Quantum Computing Annealer Potential applications for optimization problems Analog First time we will likely see a speed up over conventional computing Universal 50-100 qubits: none of today s TOP500 supercomputers could successfully emulate it, YEARS +0 +5 +25

Quantum Systems Era Nature isn t classical, dammit, and if you want to make a simulation of nature, you d better make it quantum mechanical, and by golly it s a wonderful problem, because it doesn t look so easy. Physicist Richard Feynman, Physics of Computation Conference, co-organized by MIT and IBM, May 6-8, 1981 IBM s Quantum System Milestones: 1970s - Today 1970 - Quantum money (security) - Wiesner/Bennett 2016 - IBM Quantum Experience (5 qubits in the cloud for the general public) 1984 - Quantum key distribution (BB84) - Bennett/Brassard 1993 - Quantum teleportation Bennett et al. 1996 - DiVincenzo Criteria for building a quantum computer 2001 - Shor algorithm with NMR Steffen/Chuang/Vandersypen 2015 - Error Correction Demonstration with superconducting qubits (shown at IBM and other groups) Try it today: http://bit.ly/5qubitcloud

Quantum Computing Platforms: Status Quo # of controllable qubits main application scalability (2-qubit) gates per coherence Clock speed universal set of gates Superconducting Qubits ~ 10 computing +: micro-/ nanofabrication -: qubit size 100-1000 100 MHz proven Trapped Ions ~ 15 computing surface traps 1000-10000 100 khz proven Ultra-Cold Atoms ~ 5 / 1000 simulation +: laser lattices -: individual control 1-10 1 MHz controlled 2-qubit interactions? Quantum Dots ~ 3 computing +: nanofabrication -: long range coupling 10-100 1 GHz scalable 2-qubit gates? NV Centers ~ 2 sensing -: 2-qubit interactions 1-10 1 khz 2-qubit gates? Photons ~ 10 communication -: single photon source n. a. 1 Hz 2-qubit interactions?

Superconducting Qubit Processor A Closer Look Superconducting Qubit: non-linear Josephson Junction (Inductance) anharmonic energy spectrum => qubit nearly dissipationless => T 1, T 2 ~ 70 µs Microwave Resonator as: read-out of qubit states multi-qubit quantum bus noise filter

Industry Applications in Quantum Computing Chemistry Big Data Chemistry, e.g. for catalyst design Material Science, e.g. for energy Security efficient devices Optimization Life Sciences, e.g. for drug Machine Learning Weather Services development Optimization, e.g. for cognitive computing and business processes Materials Science Measurement Cryptography, e.g. for secure communication and information processing Education, e.g. to train engineers for the future quantum industry

2015 International Business Machines Choose a Side: Naysayers or Feynman? 1958 1971 2014 2070 First integrated circuit Size ~1cm 2 2 Transistors Moore s Law is Born Intel 4004 2,300 transistors IBM P8 Processor 650 mm 2 22 nm feature size 16 cores > 4.2 Billion Transistors

2015 International Business Machines Choose a Side: Naysayers or Feynman? 1958 1971 2014 2070 First integrated circuit Size ~1cm 2 2 Transistors Moore s Law is Born Intel 4004 2,300 transistors IBM P8 Processor 650 mm 2 22 nm feature size 16 cores >4.2 Billion Transistors We are here

Neuromorphic Computing Cognitive Systems

TrueNorth Chip (SyNAPSE) 2011 Now Programmable Neurons 256 1 million Programmable Synapses 262,144 256 million Neurosynaptic Cores 1 4096

Detecting Correlations with a Spiking Neural Network

Deep Problem Solving Skills 2016 International Business Machines Corporation 31

A new era of thinking

Increasing Efficiency Summary Bio-Inspired Computation Computing Without Programming Non-Von Neumann Architectures + Von Neumann Architectures Computing with Programs: Fetch Instructions, Decode, Execute & Repeat. Quantum Devices & Circuits Neuromorphic Devices &Circuits Neuromorphic & Quantum Devices Algorithms Low V Circuits & Architecture InAs Si Low V Devices Spintronic & Magnetic New Devices, Architectures & Computing Paradigms New Architectures Leveraging 100 s of Billions of Low-Voltage Devices FPGA s Reconfigurable Logic Existing Architectures Nanowires Carbon Electronics Accelerators High-k Subsystem Integration (3D, SCM, Photonics) Today Time 18

Questions?