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0), \ alpha*y_pred**2 - K.sign(y_true)*y_pred + K.abs(y_true), \ K.abs(y_true - y_pred) ) return K.mean(loss, axis=-1) While implementing “difficult” loss functions in Keras, take into account, that operations like “if-else-less-equal” and others have to be implemented with appropriate backend, for