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tensorrt_tutorial's Introduction

进度记录

  • 2017-04-27 项目发起,创建GitHub仓库。
  • 2017-09-30 TensorRT 3最近发布,整理一下目前的资源。
  • 2017-10-18 增加博客-使用TensorRT实现leaky relu层
  • 2017-11-11 资源:新增google的INT8开源库
  • 2017-11-25 增加博客-TensorRT Plugin使用方式简介-以leaky relu层为例

资源整理


博客

TensorRT_Tutorial

TensorRT作为NVIDIA推出的c++库,能够实现高性能推理(inference)过程。最近,NVIDIA发布了TensorRT 2.0 Early Access版本,重大更改就是支持INT8类型。在当今DL大行其道的时代,INT8在缩小模型大小、加速运行速度方面具有非常大的优势。Google新发布的TPU就采用了8-bit的数据类型。

本人目前在使用TensorRT进行INT8的探究。已经被TensorRT不完善的文档坑了一次了。所以想自力更生做一个TensorRT Tutorial,主要包括三部分:

  • TensorRT User Guide 翻译;
  • TensorRT samples 介绍分析讲解;
  • TensorRT 使用经验。

使用TensorRT者请先阅读《TensorRT目前存在的BUG》。

感谢每一位为该翻译项目做出贡献的同学.

内容来源: TensorRT 下载页面: https://developer.nvidia.com/nvidia-tensorrt-20-download

TensorRT 文档、Samples 安装后对应目录中

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TensorRT User Guide 翻译

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  • 赵开勇

TensorRT samples 介绍分析讲解

TensorRT 使用经验。

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