I want to export my deep neural network with the ONNX export function and use it with Windows ML. To test it, I use WinMLRunner, which simply checks an .onnx file. This seems to work with CNN-networks, however for LSTM-networks I receive the error: "First input does not have rank 2". If I have more than one LSTM-layer in the network the error message somehow changes to: "First input tensor must have rank 3".
I attached a file with following simple LSTM-network and another file with the corresponding ONNX export in onset version 7 (Windows ML needs onset v7 or v8):
layers = [ …
sequenceInputLayer(14)
lstmLayer(100, ‘OutputMode’, ‘last’);
fullyConnectedLayer(1)
regressionLayer];

I exported the network as follows:
exportONNXNetwork(lstmNet, ‘lstm_net_onset_v7.onnx’, ‘OpsetVersion’, 7)

Then tested it with WinMLRunner:
WinMLRunner.exe -model C:lstm_net_onset_v7.onnx -cpu

Thanks for any suggestions on how to solve this. I already posted this problem on the fileexchange page of the ONNX converter.I want to export my deep neural network with the ONNX export function and use it with Windows ML. To test it, I use WinMLRunner, which simply checks an .onnx file. This seems to work with CNN-networks, however for LSTM-networks I receive the error: "First input does not have rank 2". If I have more than one LSTM-layer in the network the error message somehow changes to: "First input tensor must have rank 3".
I attached a file with following simple LSTM-network and another file with the corresponding ONNX export in onset version 7 (Windows ML needs onset v7 or v8):
layers = [ …
sequenceInputLayer(14)
lstmLayer(100, ‘OutputMode’, ‘last’);
fullyConnectedLayer(1)
regressionLayer];

I exported the network as follows:
exportONNXNetwork(lstmNet, ‘lstm_net_onset_v7.onnx’, ‘OpsetVersion’, 7)

Then tested it with WinMLRunner:
WinMLRunner.exe -model C:lstm_net_onset_v7.onnx -cpu

Thanks for any suggestions on how to solve this. I already posted this problem on the fileexchange page of the ONNX converter. I want to export my deep neural network with the ONNX export function and use it with Windows ML. To test it, I use WinMLRunner, which simply checks an .onnx file. This seems to work with CNN-networks, however for LSTM-networks I receive the error: "First input does not have rank 2". If I have more than one LSTM-layer in the network the error message somehow changes to: "First input tensor must have rank 3".
I attached a file with following simple LSTM-network and another file with the corresponding ONNX export in onset version 7 (Windows ML needs onset v7 or v8):
layers = [ …
sequenceInputLayer(14)
lstmLayer(100, ‘OutputMode’, ‘last’);
fullyConnectedLayer(1)
regressionLayer];

I exported the network as follows:
exportONNXNetwork(lstmNet, ‘lstm_net_onset_v7.onnx’, ‘OpsetVersion’, 7)

Then tested it with WinMLRunner:
WinMLRunner.exe -model C:lstm_net_onset_v7.onnx -cpu

Thanks for any suggestions on how to solve this. I already posted this problem on the fileexchange page of the ONNX converter. onnx, deep learning, windows ml MATLAB Answers — New Questions

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