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This is mostly intended for adding new hidden layers to neural networks. You can either specify the option --insert-at=n (specifying the index of the component after which you want your neural network inserted), or by default this program will insert it just before the component before the softmax component. CAUTION: It will also randomize the parameters of the component before the softmax (typically AffineComponent), with stddev equal to the --stddev-factor option (default 0.1), times the inverse square root of the number of inputs to that component. Set --randomize-next-component=false to turn this off. Usage: nnet-insert [options] e.g.: nnet-insert 1.nnet "nnet-init hidden_layer.config -|" 2.nnet If true, randomize the parameters of the next component after what we insert (which must be updatable).Inserts new components before the specified component (note: indexes are zero-based). 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