GithubHelp home page GithubHelp logo

edgedeepspeech's Introduction

EdgeDeepSpeech

This repo is for development for DeepSpeech on Edge Devices (such as RPi, RPi with neural network accelerators such as Intel Neural Compute Stick, Google Coral EdgeTPU

NOTE: This project is still on heavy development

The Convertion from .gb tensorflow file to .xml+.bin Intermediate Representation can be found here https://docs.openvinotoolkit.org/latest/_docs_MO_DG_prepare_model_convert_model_tf_specific_Convert_DeepSpeech_From_Tensorflow.html

Note: When converting the model, remember to selecte FP16 for the data type as NCS doesn't support FP32 (the default value)

Current Issue

Memory: Due to limited memory on Neural Compute Stick and Complex speech to text model NCSDK Issue: mvNCCompile doesn't support transpose stage when compiling a graph model

TODO

  • Resolve the memory issue
  • Produce the real output after inference

UPDATE

Use NCSDK version instead.

Know more about NCSDK: https://movidius.github.io/ncsdk/index.html

edgedeepspeech's People

Contributors

yukarisonz avatar

Stargazers

 avatar

Watchers

James Cloos avatar  avatar

edgedeepspeech's Issues

Memory Issue on RPi

When run it on Neural Compute Stick, it got memory issue. It might because of the limited memory on NCS and complex speech-to-text model

Log:
$ python3 main.py -m output_graph.xml -i LDC93S1.wav -d MYRIAD
*** Error in `python3': malloc(): memory corruption (fast): 0x0153bb90 ***
Aborted

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

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

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

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

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.