Nvidia GPU Architecture

来自Jack's Lab
2017年3月22日 (三) 14:59Comcat (讨论 | 贡献)的版本

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目录

1 Overview

The GPU architecture is built around a scalable array of Streaming Multiprocessors (SM)

The key components of a Fermi SM:

  • CUDA cores (ALU + FPU)
  • Load/Store Units
  • Special Function Units
  • Register File
  • Shared Memory/L1 Cache
  • Warp Scheduler



2 Fermi Micro Architecture

The Fermi architecture was the first complete GPU computing architecture to deliver the features required for the most demanding HPC applications.

  • 1 CUDA core: 1 ALU + 1 FPU
  • 1 SM: 32 CUDA cores + 16 Load/Store Unit + 4 SPU + 2 Warp Scheduler
  • 1 SM: 2 Warps
  • 1 Warp: 16 CUDA cores + 16 Load/Store Unit(shared) + 4 SPU(shared) + [32 threads context ?]
  • Handle 48 warps per SM for a total of 1536 (48x32) threads resident in a single SM at a time [48 Warps context ?]
  • Register file is 32KB

GTX480:

  • 16 SM (32 CUDA cores/SM)
  • 512 CUDA cores
  • 1345 GFLOPs
  • 40 nm
  • 3.2 billion transistors
  • GTX480 250Watts


2.1 Fermi Cards

2.1.1 GeForce 400 Series

  • Release date: April 12, 2010
  • Codename: GF10x
  • Architecture: Fermi
  • Models:
  1. GeForce Series
  2. GeForce GT Series
  3. GeForce GTS Series
  4. GeForce GTX Series
  • Fabrication process and transistors:
  1. 260M 40nm (GT218)
  2. 585M 40 nm (GF108)
  3. 1.170M 40 nm (GF106)
  4. 1.950M 40 nm (GF104)
  5. 1.950M 40 nm (GF114)
  6. 3.200M 40 nm (GF100)
  • Cards:
  1. Entry-level GT420 GT430
  2. Mid-range GT440 GTS450 GTX460
  3. High-end GTX465 GTX470
  4. Enthusiast GTX480 (2010.3, 3.2 billion Transistors, 15 SMs, 1536MB, 1345 GFLOPS, 250W)



2.1.2 GeForce 500 Series

  • Release date: 8 November 2010
  • Codename: GF11x
  • Architecture: Fermi
  • Models:
  1. GeForce Series
  2. GeForce GT Series
  3. GeForce GTX Series
  • Fabrication process and transistors:
  1. 292M 40nm (GF119)
  2. 585M 40 nm (GF108)
  3. 1.170M 40 nm (GF116)
  4. 1.950M 40 nm (GF114)
  5. 3.000M 40 nm (GF110)
  • Cards:
  1. Entry-level 510 GT520 GT530
  2. Mid-range GT545 GTX550Ti GTX560 GTX560Ti
  3. High-end GTX570 GTX580 GTX590(2011.3, 2x3 billion transistors, 32 SMs, 2x1536MB, 2488GFLOPS, 365W)



3 Kepler Micro Architecture

Released in the fall of 2012

  • 1 SM: 192 CUDA cores + 64 DPU + 32 Load/Store Unit + 32 SPU + 4 Warp Scheduler (8 instruction dispatchers)
  • 1 SM: 4 Warps
  • 1 Warp: 16 CUDA cores + 16 Load/Store Unit(shared) + 4 SPU(shared) + [32 threads context ?]
  • Handle 64 warps/SM for a total of 2048 (64x32) threads resident in a single SM at a time [64 Warps context ?]
  • Register file size is 64K

K20X:

  • 2688 CUDA cores, 6GB
  • 14 SM
  • 3.935 TFLOPs / DPU: 1.312 TFLOPs
  • 28 nm
  • 235Watts

GTX690:

  • 3072 CUDA cores
  • 2x8 SM
  • 2x3.54 billion transistors
  • 300Watts (2012.4)



4 Maxwell Micro Architecture

GM204:

  • 16 SM
  • 2048 CUDA cores
  • 4612 GFLOPs
  • 28 nm
  • 5.2 billion transistors
  • GTX980 165W


5 Reference




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