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Moore’s Law
Electronics
19 April 1965
Moore’s Original Data
Gordon Moore
Electronics
19 April 1965
Graph of Moore’s Law
11/01/2008 EADS 3
Graph of Moore’s Law – with MS
11/01/2008 EADS 4
Graph of Moore’s Law – with MS
11/01/2008 EADS 5
Human
Intelligence
Memory bottleneck
• The CPU can add two numbers in less than
one nanosecond.
– If they are both in registers
• Putting a number from memory into a register
takes about 100 nanoseconds.
• “Stall” – the CPU waits on memory.
11/01/2008 EADS 6
11/01/2008 EADS 7
Intel Haswell
Size/speed
1K / 1 ns
128Kb / 5 ns
1 Mb / 20 ns
4 Gb /125 ns
1 Tb / 1 ms
GPU architecture
• GPUs have much less space devoted to cache.
• GPUs have multiple (100-1000) cores, which
are simpler, slower processing units.
• GPU cores all perform the same instructions,
but on different data.
• Not all the cores can be active at once. When
one stalls, another one starts up.
11/01/2008 EADS 8
GPU and CPU: The Differences
DRAM
Cache
ALU
Control
ALU
ALU
ALU
DRAM
CPU GPU
GPU
More transistors devoted to computation, instead of caching
or flow control
Suitable for data-intensive computation
High arithmetic/memory operation ratio
Intel Core i5-3470 Ivy Bridge Processor:
11/01/2008 EADS 11

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WondersOfGPU.ppt

  • 2. Moore’s Original Data Gordon Moore Electronics 19 April 1965
  • 3. Graph of Moore’s Law 11/01/2008 EADS 3
  • 4. Graph of Moore’s Law – with MS 11/01/2008 EADS 4
  • 5. Graph of Moore’s Law – with MS 11/01/2008 EADS 5 Human Intelligence
  • 6. Memory bottleneck • The CPU can add two numbers in less than one nanosecond. – If they are both in registers • Putting a number from memory into a register takes about 100 nanoseconds. • “Stall” – the CPU waits on memory. 11/01/2008 EADS 6
  • 7. 11/01/2008 EADS 7 Intel Haswell Size/speed 1K / 1 ns 128Kb / 5 ns 1 Mb / 20 ns 4 Gb /125 ns 1 Tb / 1 ms
  • 8. GPU architecture • GPUs have much less space devoted to cache. • GPUs have multiple (100-1000) cores, which are simpler, slower processing units. • GPU cores all perform the same instructions, but on different data. • Not all the cores can be active at once. When one stalls, another one starts up. 11/01/2008 EADS 8
  • 9. GPU and CPU: The Differences DRAM Cache ALU Control ALU ALU ALU DRAM CPU GPU GPU More transistors devoted to computation, instead of caching or flow control Suitable for data-intensive computation High arithmetic/memory operation ratio
  • 10. Intel Core i5-3470 Ivy Bridge Processor: