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Peaceful coexistence among
architectures
Andreas Olofsson, Adapteva
andreas@adapteva.com
HPEC 2009
HPEC 20092
Introduction to Adapteva
 We are a fabless semiconductor company busy 
developing the world's most energy efficient C­
programmable floating point processors targeted at 
embedded applications.
 Prototype in hand, product slated for middle of next 
year
HPEC 20093
Why ASICs?
 Because flexibility wastes energy:
− Given the same conditions ASICs have a 50x­1000x energy 
efficiency edge over GPUs, DSPs, FPGAs, and 
Microprocessors.
 The problems:
− Expensive to (re)design, long turnaround times
− Very difficult to get specification right the first time
− Limited number of design teams who can design deep sub­
micron ASICs
HPEC 20094
Breaking down ASIC costs
 "The cost of ASICs are sky rocketing", Moshe Gavrielov, 
CEO at Xilinx
SOC ASIC FPGA
HARDWARE $16,875,000 $1,200,000 $900,000
SOFTWARE $6,750,000 $300,000 $300,000
TOOLS $5,000,000 $500,000 $0
FABRICATION $2,500,000 $200,000 $0
IP $5,000,000 $500,000 $0
TOTAL $36,125,000 $2,700,000 $1,200,000
➢ Conclusion: Architecture development cost is heavily 
dependent on architecture and end application
HPEC 2009
5
The “Ideal” Embedded Solution
Peaceful coexistence between architectures...
FPGA
Great at interfaces
and bit level 
processing
Great at math!
Limited flexibility
Simple programming
Great at control, 
human interfaces, and 
knowledge extraction
“SOFT”
ASIC
HPEC 2009
PIPELINE
REGISTER 
FILE
DCACHE
CONTROL
ICACHE
6
Energy Waste in Processors
➢ Conclusion: The hardware­software energy efficiency 
gap can reduced from 100x to less than 3x with an 
appropriate architecture.
TYPICAL, 1% EFFICIENCY FOCUSED, 37% EFFICIENCY
REGISTER 
FILE
ARITHMETIC
PIPELINE
DCACHE
CONTROL
ICACHE
ARITHMETIC
GENERIC PROCESSOR
ALU
MEMORY CONTROL
HPEC 20097
Adapteva's Vision for Soft ASICs
 ANSI C­programmable IEEE Floating 
Point Signal Processing
 16 to 4096 independent cores
50 GFLOP/Watt @ 65nm
Real Performance
uP MEMORY
DMAROUTER

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Peaceful coexistence among architectures