Interference library 3.0.0
Universal machine learning framework
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Interference library



Cross-platform C++ library - universal neurobiology-based machine learning framework
Version 3.0.0

WHAT IS INTERFERENCE

Interference library is a cross-platform C++ library implementing a neurobiology-based Interference architecture. Unlike traditional artificial neural networks, Interference models neural processing using spatial mathematics, where neurons works in multidimensional space and process signals through biologically-inspired components: synapses, receptors, and neurotransmitters.

This framework is highly scalable. It is suitable for both powerful computing clusters and embedded systems, including real-time systems.

KEY FEATURES

  • Spatial neuron modeling with multidimensional positioning
  • Synaptic signal transmission with activation/deactivation neurotransmitters
  • Pattern recognition through receptor position adaptation
  • Multiple computation backends - native CPU (single-thread/multi-thread), OpenCL
  • JSON-based network structure definition
  • Support for learning and inference modes (including on embedded devices)

PLATFORMS

x86 aarch64 armle.v7 PowerPC e2k MIPS
Windows +
Linux + + + +
QNX + +
Secured RTOS KPDA 10964-01 + + + + + +

COMPUTING

  • Native CPU (single thread)
  • Native CPU (multithread)
  • OpenCL

REQUIREMENTS

  • CMake 3.12 or newer
  • g++ 8.3.0 or newer (MinGW under Windows)

LICENCE

Interference library is distributed under the MIT Licence.

interference_vision example uses the part of COIL-100 dataset.

"Columbia Object Image Library (COIL-100)," S. A. Nene, S. K. Nayar and H. Murase, Technical Report CUCS-006-96, February 1996. http://www1.cs.columbia.edu/CAVE/software/softlib/coil-100.php

SAMPLES

  • Test - benchmark
  • Vision - example of image recognition system
  • Multimodal - example of multimodal (image+text) data processing

HOW TO BUILD

Note that INTERFERENCE_ROOT% is root directory of Interference library files, BUILD_TYPE% is "debug" or "release". After the last step, library and binaries will be in INTERFERENCE_ROOT%/lib and INTERFERENCE_ROOT%/bin respectively.

Building for Windows (MinGW)

Run CMD and follow this steps:

  1. Prepare build directory
    cd %INTERFERENCE_ROOT%
    mkdir cmake-build-%BUILD_TYPE%
    cd cmake-build-%BUILD_TYPE%
  2. Configure build files
    cmake -DCMAKE_BUILD_TYPE=%BUILD_TYPE% -DCMAKE_MAKE_PROGRAM=make.exe -G "MinGW Makefiles" ..
  3. Build and install the library
    make install

Building for Linux

Run terminal and follow this steps:

  1. Prepare build directory
    cd %INTERFERENCE_ROOT%
    mkdir cmake-build-%BUILD_TYPE%
    cd cmake-build-%BUILD_TYPE%
  2. Configure build files
    cmake -DCMAKE_BUILD_TYPE=%BUILD_TYPE% ..
  3. Build and install the library
    make install