tiny-htm

tiny-htm is a flexable HTM framework for research and all other purpose you can think of. In pure C++.

This project is in it's really early ages. Archicture breaking changes will happen.

Features

• Both major HTM algorithms
  • Spatial Pooler
  • Temporal Memory
• Easily workable with Pyhon. It's implemented using xtensor!

Dependency

• xtensor
• A C++17 capable compiler
• OpenMP capable compiler (optional)

Build and install

mkdir build
cmake ..
make -j8

To install

make install

The TODO list

Encoders

• Grid Cells
  • GridCellEncoder2D
  • GridCellEncoder1D
• Date time
• RDSE

Spatial Pooler

• Boosting
• Topology

Temporal Memory

• Column inhibition (not biologically plossible)

HTM Research

• Column Pooler

Misc

• Performance optimization
  • Overhead reduction.
  • benchmark tools
  • TM 2.43x faster then NuPIC.cpp on single thread
  • SIMD-ize algorithm if possible
  • Add OpenMP support.
• Saving the models
• Make hyper parameter changable
• Build on MSVC

Documentation

• add Anything