How can I generate C code from a Simulink model with a Neural Nework in the Matlab base workspace?

1 次查看(过去 30 天)
I have a Python Neural Network model, developped with Keras, and I want to embed it in a dSpace controller which works with C code. There is a dSpace Toolbox that imports a Simulink model in the controller by compiling it in C code, the 'Build Model' function.
I have succesfully imported my trained Python Neural Network in the Matlab Worspace with the Deep Learning Toolbox and the importKerasNetwork function. In Simulink I can use the Neural Network for prediction via the MATLAB function block with the following code and simulation of the Simulink model works :
%%%%%%%%%%%%%%
function y = fcn(X)
coder.extrinsic('evalin');
coder.extrinsic('predict');
NN = evalin('base','NN');
y = double(predict(NN,X));
%%%%%%%%%%%%%%
Here is my problem :
When I try to embed my Simulink model in the dSpace controller it doesn't work as :
  • coder.extrinsic is not compatible with code generation,
  • I am trying to embed a NN that is stored in the Matlab base workspace.
Should I rebuild my Neural Network in Simulink with the Simulink Deep Learning Toolbox blocks or is there a way to solve my problem in another way?
Thank you in advance for your time!

采纳的回答

Jyotish Kumar
Jyotish Kumar 2019-11-13
Hi,
The code generator does not produce code for the body of the extrinsic function and instead uses the MATLAB® engine to execute the call. This functionality is available only when the MATLAB engine is available in MEX functions, Simulink® simulations, or during calls at compile time. For more information refer the link below
  1 个评论
johnnynoc4sh
johnnynoc4sh 2021-5-19
编辑:johnnynoc4sh 2021-5-19
Hi Kumar,
are there any options to integrate Keras / Tensorflow models into codegeneratable Simulink models? We are using a Speedgoat platform and I would use it for forecasting timeseries.
Best

请先登录,再进行评论。

更多回答(0 个)

类别

Help CenterFile Exchange 中查找有关 Deep Learning Toolbox 的更多信息

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by