Converting Neural Network Model file from Python to Matlab

Question

Paramonte 2021-12-7

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此问题的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/1605565-converting-neural-network-model-file-from-python-to-matlab

评论： David Willingham 2021-12-8

Dear all

We have developed a CNN model in Python and would like to convert the model to Matlab.

We have exported the Python model to a h5 format file.

However we hare having trouble about having Matlab to import this file.

So far we have used importkerasnetwork matlab function and get the following error:

Warning: File 'new_model_doceis.h5' was saved in Keras version '2.7.0'. Import of Keras versions newer than '2.2.4' is

not supported. The imported model may not exactly match the model saved in the Keras file.

Error using nnet.internal.cnn.keras.LayerTranslator/importWeights (line 223)

Assertion failed.

Error in nnet.internal.cnn.keras.LayerSpec.fromBaseLayer (line 32)

this.Weights = importWeights(this.Translator, this.Name, SubmodelName, WeightFile, H5Info);

Error in nnet.internal.cnn.keras.KerasLayerInsideModel/expandLayer (line 26)

LSpec = nnet.internal.cnn.keras.LayerSpec.fromBaseLayer(this, ImportWeights, SubmodelName,

HDF5Filename, H5Info);

Error in nnet.internal.cnn.keras.KerasModelConfig>@(L)expandLayer(L,ImportWeights,SubmodelName,HDF5Filename,H5Info)

(line 18)

[ExpandedLayerSpecs, ExpandedNameTables] = cellfun(@(L)expandLayer(L, ImportWeights, SubmodelName,

HDF5Filename, H5Info), ...

Error in nnet.internal.cnn.keras.KerasModelConfig/flattenLayer (line 18)

[ExpandedLayerSpecs, ExpandedNameTables] = cellfun(@(L)expandLayer(L, ImportWeights, SubmodelName,

HDF5Filename, H5Info), ...

Error in nnet.internal.cnn.keras.KerasSequentialModel/flatten (line 21)

[LayerSpecs, NameTable] = flattenLayer(this.Config, ImportWeights, '', HDF5Filename, H5Info);

Error in nnet.internal.cnn.keras.AssembledModel (line 38)

[this.LayerSpecs, this.InputLayerIndices, this.OutputTensors] = flatten(KM.Model, ImportWeights,

WeightFile, H5Info);

Error in nnet.internal.cnn.keras.importKerasNetwork (line 25)

AM = nnet.internal.cnn.keras.AssembledModel(KM, WeightFile);

Error in importKerasNetwork (line 91)Network = nnet.internal.cnn.keras.importKerasNetwork(modelfile, varargin{:});

Is there a way to solve this problem?

Thanks in advance

Para

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Answer 1

David Willingham 2021-12-7

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此回答的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/1605565-converting-neural-network-model-file-from-python-to-matlab#answer_850035

Hi,

The importer that had the most up to date functionality as it’s based on networks created in TensorFlow 2.0:

https://www.mathworks.com/help/deeplearning/ref/importtensorflownetwork.html

Was your networked created in Tensorflow 2.0?

David

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Paramonte 2021-12-7

hi, thank you for your answer.

I have followed your sugestion regarding using Tensorflow 2.0 and got this message:

Importing the saved model...

Warning: The SavedModel 'C:\Users\sotao\Documents\backup\EHG\filipa_cardoso\CNN\modelCNNFSST' was saved in TensorFlow version '2.6.0'. Import of SavedModel versions

newer than '2.3.0' is not supported. The imported model may not exactly match the model saved in the SavedModel.

Error using jsondecode

JSON syntax error: expected value but found end of text.

Error in nnet.internal.cnn.tensorflow.savedmodel.InternalTrackableGraph (line 44)

KerasLayerConfig = jsondecode(obj.NodeStruct{i}.user_object.metadata);

Error in nnet.internal.cnn.tensorflow.savedmodel.TFKerasManager (line 32)

obj.InternalTrackableGraph = savedmodel.InternalTrackableGraph(object_graph_def);

Error in nnet.internal.cnn.tensorflow.savedmodel.TFSavedModel (line 32)

obj.KerasManager = savedmodel.TFKerasManager(smstruct.meta_graphs.object_graph_def, obj.SavedModelPath, kerasImporterOptions, importNetwork);

Error in nnet.internal.cnn.tensorflow.importTensorFlowNetwork (line 21)

sm = savedmodel.TFSavedModel(path, options, true);

Error in importTensorFlowNetwork (line 107)

Network = nnet.internal.cnn.tensorflow.importTensorFlowNetwork(modelFolder, varargin{:});

Error in python_doceis_2022_v1 (line 6)

model_python=importTensorFlowNetwork(ddd);

Paramonte 2021-12-8

The neural network was created with the TensorFlow version 2.6.1

David Willingham 2021-12-8

I'd still recommend updating the support package:

https://www.mathworks.com/matlabcentral/fileexchange/64649-deep-learning-toolbox-converter-for-tensorflow-models

Then we can check if the network created in TF 2.6.1 can be imported.

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