Light

vencifreeman / lenet Goto Github PK

View Code? Open in Web Editor NEW

1.0 1.0 0.0 220 KB

A simple DNN for handwritten numbers recognition. Written in C++, and optimized using Vivado HLS.

License: MIT License

C++ 99.96% CMake 0.04%

dnn vivado-hls

lenet's Introduction

Hi there

This account is primarily for Intel internal projects, so there will not be many public commits. There are also some repositories from my university days that are no longer maintained. They should be free to use, but please check the license for the collaboration repositories;
If you have any questions, you can reach out to my personal email ([email protected]), but please expect infrequent or no responses since these projects are from several years ago, thanks for your understanding;
In general, I'm a hardware-focused engineer currently working on Intel server platform customized solutions. My work mainly involves FPGA/CPLD solutions, power sequence details, server platform design methodologies and implementation, and system debugging on both hardware and firmware. So I frequently use Verilog, and also write some C/C++/Python scripts, mostly out of interests.

lenet's People

Contributors

Stargazers

lenet's Issues

some question to

I want to ask, is this code applied in the end? Can it be integrated into vivado block design, and share the engineering code?

in dnn.cpp

There is a problem with the calculation process, and the final accuracy is only 0.08.

Consider code correctness or data type.

Optimization

The default Interval is 90000+, we want it smaller than 150.
And if I change the loops as PIPELINE, it reduced to about 5000, but clock period is 8.95 ns.

in Simulation 1.1

WARNING

HLS only supports CLANG compiler in Linux;

ERROR

CSim failed with errors;
Open txt error in reading bias and weights@E Simulation failed.

I don't know why. May be code problem or problem during simulation in HLS.
Leave a note when the problem is resolved.

how to run this code

in which platform it should be run? how to give input and how to take output

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.