hikettei / Caten

[wip] Deep Learning Compiler based on Polyhedral Compiler and Light-weight IRs based on Optimizing Pattern Matcher
https://hikettei.github.io/Caten/
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Caten

This repository is still in the early stages of development. Additionally, it includes many experimental approaches. Please consider this as a place to experiment with my ideas. Do not use it in a product under any circumstances.

CI

Caten = Compile+AbstracTENsor

Caten is an experimental deep learning compiler. Our goal is to implement a compiler that is as simple as tinygrad, and as flexible as TVM.

Getting Started

  1. Install Roswell and suitable IDE. (If unsure, Emacs or Lem is recommended)
  2. Install ISL (Integer Set Library) for the fast kernel generation.
  3. Install Qlot
  4. Check out getting-started.lisp
$ git clone git@github.com:hikettei/Caten.git
$ cd Caten
$ qlot install
$ qlot exec ros run
> (ql:quickload :caten)
> (in-package :caten-user)
> (proceed (!randn `(3 3)))

Get Involved

  1. Join our Discord Server.

  2. Check out our roadmap.

  3. Create a PR

Caten is a project that started only a few months ago. We are currently in the stage of building a solid foundational library. Here’s what we’re looking for:

etc...

Running tests

$ make install_extra # extra dependencies for running tests
$ make test