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@ -26,7 +26,7 @@ if __name__ == '__main__':
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model = torch.load(opt.weights, map_location=torch.device('cpu'))['model'].float()
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model = torch.load(opt.weights, map_location=torch.device('cpu'))['model'].float()
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model.eval()
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model.eval()
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model.model[-1].export = True # set Detect() layer export=True
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model.model[-1].export = True # set Detect() layer export=True
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_ = model(img) # dry run
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y = model(img) # dry run
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# TorchScript export
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# TorchScript export
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try:
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try:
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@ -36,7 +36,7 @@ if __name__ == '__main__':
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ts.save(f)
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ts.save(f)
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print('TorchScript export success, saved as %s' % f)
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print('TorchScript export success, saved as %s' % f)
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except Exception as e:
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except Exception as e:
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print('TorchScript export failed: %s' % e)
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print('TorchScript export failure: %s' % e)
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# ONNX export
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# ONNX export
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try:
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try:
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@ -46,7 +46,7 @@ if __name__ == '__main__':
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f = opt.weights.replace('.pt', '.onnx') # filename
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f = opt.weights.replace('.pt', '.onnx') # filename
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model.fuse() # only for ONNX
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model.fuse() # only for ONNX
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torch.onnx.export(model, img, f, verbose=False, opset_version=12, input_names=['images'],
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torch.onnx.export(model, img, f, verbose=False, opset_version=12, input_names=['images'],
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output_names=['output']) # output_names=['classes', 'boxes']
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output_names=['classes', 'boxes'] if y is None else ['output'])
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# Checks
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# Checks
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onnx_model = onnx.load(f) # load onnx model
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onnx_model = onnx.load(f) # load onnx model
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@ -54,7 +54,7 @@ if __name__ == '__main__':
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print(onnx.helper.printable_graph(onnx_model.graph)) # print a human readable model
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print(onnx.helper.printable_graph(onnx_model.graph)) # print a human readable model
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print('ONNX export success, saved as %s' % f)
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print('ONNX export success, saved as %s' % f)
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except Exception as e:
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except Exception as e:
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print('ONNX export failed: %s' % e)
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print('ONNX export failure: %s' % e)
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# Finish
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# Finish
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print('\nExports complete. Visualize with https://github.com/lutzroeder/netron.')
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print('\nExport complete. Visualize with https://github.com/lutzroeder/netron.')
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