Work Around for Convolution1DLayer

10 次查看（过去 30 天）
Kevin Monahan
Kevin Monahan 2024-8-7
评论： 森 2024-8-17
I am trying to do code generation of a trained deep learning network however it uses a convolution1dlayer. It seems this is not currently supported by matlab. What are some possible solutions to this problem?

请先登录，再回答此问题。

回答（4 个）

Aditya
Aditya 2024-8-7
编辑：Aditya 2024-8-7
Hi Kevin,
Please do refer to this MATLAB answer post by MathWorks Support Team on the same issue: Is code generation supported for "convolution1DLayer"? - MATLAB Answers - MATLAB Central (mathworks.com)
Hope this helps!
Ram Kokku
Ram Kokku 2024-8-7
编辑：Walter Roberson 2024-8-7
Hi @Kevin Monahan,
Convolution1DLayer supports code generation in the latest (R2024a) version of MATLAB. See the extended capabilities section : here - https://www.mathworks.com/help/deeplearning/ref/nnet.cnn.layer.convolution1dlayer.html
Steven Lord
Steven Lord 2024-8-7
Are you certain that you're using release R2024a? It appears from the Release Notes that support for generating code from this layer was added in release R2024a.
  3 个评论
显示 1更早的评论
Ram Kokku
Ram Kokku 2024-8-8
@Kevin Monahan, use TargetLibrary=none (https://www.mathworks.com/help/coder/ref/coder.deeplearningconfig.html). Both MATLAB Coder and GPU Coder support TargetLibrary=none. so, you should be able to generate both C/C++ and CUDA. For Better performance, you may need to explicit enable hardware features like instructionset (AVX2, AVX512) and multi-threading. See https://www.mathworks.com/help/coder/ug/optimize-generic-c-cpp-code-performance.html for more details.
森
森 2024-8-17
I meet the same problem when generating coder containg Convolution1DLayer using TargetLibrary=none, and I also use the version 2024a. So this means actualy version 2024a stiil does not support the code generation for Convolution1DLayer?

请先登录，再进行评论。

Matt J
Matt J 2024-8-7
编辑：Matt J 2024-8-7
Why not just use a convolution2dLayer? A 1D input is just a special case of a 2D input.
  2 个评论
Kevin Monahan
Kevin Monahan 2024-8-7
I did not make the model. It was given to me pretrained. I need to take it and move it out of Matlab for future research.
Matt J
Matt J 2024-8-7
编辑：Matt J 2024-8-7
Why does that matter? It was given to you, but surely you can use replaceLayer to swap the 1D convolutional layers for 2D ones.

请先登录，再进行评论。

类别

在 Help Center 和 File Exchange 中查找有关 MATLAB Coder 的更多信息

标签

产品


版本

R2024a

Community Treasure Hunt

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

Start Hunting!

Translated by