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Whitepaper


NVIDIA Tesla P100
The Most Advanced Datacenter Accelerator Ever Built
Featuring Pascal GP100, the World's Fastest GPU




NVIDIA Tesla P100                                 WP-08019-001_v01 | 1
GP100 Pascal Whitepaper




                                                                                                                     Table of Contents
Introduction ....................................................................................................................................................................... 4
Tesla P100: Revolutionary Performance and Features for GPU Computing ...................................................................... 5
    Extreme Performance for High Performance Computing and Deep Learning............................................................. 6
    NVLink: Extraordinary Bandwidth for Multi-GPU and GPU-to-CPU Connectivity ........................................................ 7
    HBM2 High-Speed GPU Memory Architecture ............................................................................................................. 8
    Simplified Programming for Developers with Unified Memory and Compute Preemption ........................................ 9
GP100 GPU Hardware Architecture In-Depth .................................................................................................................. 10
    Exceptional Performance and Power Efficiency ......................................................................................................... 11
    Pascal Streaming Multiprocessor................................................................................................................................ 12
    Designed for High-Performance Double Precision ..................................................................................................... 13
    Support for FP16 Arithmetic Speeds Up Deep Learning ............................................................................................ 14
    Better Atomics............................................................................................................................................................. 14
    L1/L2 Cache Changes in GP100................................................................................................................................... 15
    GPUDirect Enhancements ........................................................................................................................................... 15
    Compute Capability ..................................................................................................................................................... 16
    Tesla P100: World's First GPU with HBM2 ................................................................................................................. 16
      Memory Resilience ................................................................................................................................................. 18
    Tesla P100 Design ....................................................................................................................................................... 18
NVLink High Speed Interconnect...................................................................................................................................... 20
    NVLink Configurations ................................................................................................................................................. 21
      GPU-to-GPU NVLink Connectivity .......................................................................................................................... 21
      CPU-to-GPU NVLink Connectivity ........................................................................................................................... 22
    NVLink Interface to the Tesla P100 ............................................................................................................................. 24
Unified Memory ............................................................................................................................................................... 25
    Unified Memory History.............................................................................................................................................. 25
    Pascal GP100 Unified Memory ................................................................................................................................... 27
    Benefits of Unified Memory........................................................................................................................................ 28
Compute Preemption....................................................................................................................................................... 30
NVIDIA DGX-1 Deep Learning Supercomputer ................................................................................................................. 31
    250 Servers in a Box .................................................................................................................................................... 31
    12X DNN Speedup in One Year ................................................................................................................................... 32
    DGX-1 Software Features ............................................................................................................................................ 32
    NVIDIA DGX-1 System Specifications .......................................................................................................................... 33
Conclusion ........................................................................................................................................................................ 34
Appendix A: NVLink Signaling and Protocol Technology .................................................................................................. 35
    NVLink Controller Layers ............................................................................................................................................. 35
      Physical Layer (PL) .................................................................................................................................................. 35
      Data Link Layer (DL) ................................................................................................................................................ 36
      Transaction Layer ................................................................................................................................................... 36


NVIDIA Tesla P100                                                                                                                                      WP-08019-001_v01 | 2
GP100 Pascal Whitepaper                                                                                                                                             Introduction



Appendix B: Accelerating Deep Learning and Artificial Intelligence with GPUs ............................................................... 37
   Deep Learning in a Nutshell ........................................................................................................................................ 37
   NVIDIA GPUs: The Engine of Deep Learning .............................................................................................................. 40
   Tesla P100: The Fastest Accelerator for Training Deep Neural Networks ................................................................ 41
   Comprehensive Deep Learning Software Development Kit ...................................................................................... 41
   Big Data Problem Solving with NVIDIA GPUs and DNNs............................................................................................. 42
   Self-driving Cars........................................................................................................................................................... 43
   Robots ......................................................................................................................................................................... 44
   Healthcare and Life Sciences ...................................................................................................................................... 44




NVIDIA Tesla P100                                                                                                                                      WP-08019-001_v01 | 3
                       Introduction



Nearly a decade ago, NVIDIA

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