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I converted PyTorch model to CoreML model and want to use it in iOS device. I wrote the swift code, but the code works normally in the simulator but not in the real device. My CoreML model information and experimental environment are as follows.
Model Type: Neural Network /
Size: 60.8 MB /
Document Type: Core ML Model /
Availability: iOS 14.0+ /
torch == 1.8.1 /
coremltools == 5.2.0 /
Experimental iOS version: 15.0 /
Device: iPhone 12 Pro /
And the error message is:
2022-04-19 10:36:24.404508+0900 test[2488:1369794] [espresso] [Espresso::handle_ex_plan] exception=Espresso exception: "Invalid blob shape": generic_elementwise_kernel: cannot broadcast:
(1, 256, 128, 130)
(1, 256, 128, 132)
status=-7
2022-04-19 10:36:24.404716+0900 test[2488:1369794] [coreml] Error in adding network -7.
2022-04-19 10:36:24.405000+0900 test[2488:1369794] [coreml] MLModelAsset: load failed with error Error Domain=com.apple.CoreML Code=0 "Error in declaring network." UserInfo={NSLocalizedDescription=Error in declaring network.}
2022-04-19 10:36:24.405029+0900 test[2488:1369794] [coreml] MLModelAsset: modelWithError: load failed with error Error Domain=com.apple.CoreML Code=0 "Error in declaring network." UserInfo={NSLocalizedDescription=Error in declaring network.}
test/ContentView.swift:16: Fatal error: 'try!' expression unexpectedly raised an error: Error Domain=com.apple.CoreML Code=0 "Error in declaring network." UserInfo={NSLocalizedDescription=Error in declaring network.}
2022-04-19 10:36:24.405408+0900 test[2488:1369794] test/ContentView.swift:16: Fatal error: 'try!' expression unexpectedly raised an error: Error Domain=com.apple.CoreML Code=0 "Error in declaring network." UserInfo={NSLocalizedDescription=Error in declaring network.}
(lldb)
I would appreciate it if you could let me know if you know the solution or if you know the related references.
Thank you for reading it.