Neuromorphic Processor IP

Overview

Akida is a neural processor platform inspired by the cognitive ability and efficiency of the human brain. The Akida 1 platform can independently operate complex inferencing and learning on extremely low-power AI devices, thus delivering highly accurate, intelligent, responsive, real-time applications with greater reliability and security. A scalable, self contained co-processor for advanced neural networks.

Key Features

Self-contained neural processor

  • Scalable fabric of 1-128 nodes
  • Each neural node supports 128MACs
  • Configurable 50-130K embedded local SRAM
  • DMA for all memory and model operations
  • Multi-layer execution without host CPU
  • Integrate with ARM, RISC-V with AXI bus interface

Efficient algorithmic mesh

  • Convolutional Neural Processor (CNP) and Fully connected Neural Processor (FNP).

Akida efficiently accelerates…

  • Image and audio classification
  • Object detection
  • Scene segmentation
  • Gesture and face recognition
  • State-of-the-art algorithms in sequence prediction
  • Video object detection
  • Human action recognition
  • Raw-audio classification
  • Vital signs prediction

 Notable features:

  • Supports 4-,2-, and1-bit weights and activations
  • Supports multiple layers simultaneously

 Software development and deployment:

  • Akida leverages standard frameworks and  development platforms such as TensorFlow/Keras, and Edge Impulse
  • Akida is model-, network-, and OS-agnostic
  • BrainChip MetaTF supports model development and optimization for Akida hardware
  • Akida model zoo offers a set of pre-built Akida- compatible models, pre-trained weights and training scripts

Block Diagram

Neuromorphic Processor IP Block Diagram

Deliverables

  • Fully synthesizable RTL.
  • IP deliverables package with standard EDA tools.
  • Complete test bench with simulation results.
  • RTL synthesis scripts and timing constraints. Customized IP packaged targeted for your application.
  • Run time software C++ library.
  • Processor and OS agnostic.

Technical Specifications

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Neuromorphic Processor IP
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Semiconductor IP