Light

fengjungle / start-ai-compiler Goto Github PK

View Code? Open in Web Editor NEW

This project forked from ikuokuo/start-ai-compiler

0.0 1.0 0.0 398 KB

Start AI Compiler

License: MIT License

Shell 0.78% Python 36.15% C 25.54% Makefile 10.59% Yacc 6.28% Lex 20.67%

start-ai-compiler's Introduction

Start AI Compiler

工程
- 框架
- 语言
- 整理
资料
- 论文
- 文章
- 视频
- 书籍
笔记
- AI Compiler
- 书籍笔记

工程

框架

IREE / Google: Intermediate Representation Execution Environment. An MLIR-based end-to-end compiler and runtime.
MLIR / LLVM: Multi-Level IR Compiler Framework. A novel approach to building reusable and extensible compiler infrastructure.
TC / Facebook: Tensor Comprehensions. A fully-functional C++ library to automatically synthesize high-performance machine learning kernels.
Tiramisu / MIT: Tiramisu. A polyhedral compiler for expressing image processing, DNN, and linear/tensor algebra applications.
TVM / Apache: Tensor Virtual Machine. An End to End Machine Learning Compiler Framework for CPUs, GPUs and accelerators.
XLA / Google: Accelerated Linear Algebra. A domain-specific compiler for linear algebra that can accelerate TensorFlow models with potentially no source code changes.

语言

Halide: a language for fast, portable computation on images and tensors

整理

资料

论文

文章

视频

书籍

笔记

AI Compiler

术语
架构
TVM
- TVM 安装 - Ubuntu20
- TVM 使用
  - TVMC 调优模型 - 命令行
  - AutoTVM 调优模型 - Python 接口
  - TE 向量相加
  - TE 矩阵相乘
  - TE 自动调优
  - TE 自动调度
  - TensorIR 开始
  - Relay 开始
  - TOPI 开始
- TVM 深入
  - TVM 架构

书籍笔记

start-ai-compiler's People

Contributors

Watchers

Recommend Projects

React

A declarative, efficient, and flexible JavaScript library for building user interfaces.
Vue.js

🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
Typescript

TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
TensorFlow

An Open Source Machine Learning Framework for Everyone
Django

The Web framework for perfectionists with deadlines.
Laravel

A PHP framework for web artisans
D3

Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

javascript

JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
web

Some thing interesting about web. New door for the world.
server

A server is a program made to process requests and deliver data to clients.
Machine learning

Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Visualization

Some thing interesting about visualization, use data art
Game

Some thing interesting about game, make everyone happy.

Recommend Org

Facebook

We are working to build community through open source technology. NB: members must have two-factor auth.
Microsoft

Open source projects and samples from Microsoft.
Google

Google ❤️ Open Source for everyone.
Alibaba

Alibaba Open Source for everyone
D3

Data-Driven Documents codes.
Tencent

China tencent open source team.