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All Silicon IP

Overview

NMAX has a unique new architecture that loads weights rapidly compared to existing solutions.

Block Diagram

Features

  • modular from 1 to >100 TOPS,
  • scalable: as you double the silicon area, you double the throughput in TOPS (it is throughput that matters),
  • low latency: NMAX loads weights fast, so performance at batch = 1 is usually as good as large batch sizes; this is critical for edge applications,
  • low cost: NMAX uses the MACs with 60-90% utilization, whereas existing solutions are often <25%. This means NMAX gets more throughput out of less silicon area,
  • low power: NMAX uses on-chip SRAM very efficiently to generate high bandwidth so we need little DRAM. Data Center class performance is achievable with 1 LPDDR4 DRAM for ResNet-50 and 2 for YOLOv3,
  • able to run any kind of neural network or multiple at once,
  • programmed using Tensorflow or Caffe.

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