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The error "AttributeError: 'collections.OrderedDict' object has no attribute 'eval'" in Torch's deep learning model means that the program is trying to call the "eval" method on an OrderedDict object, which does not have an "eval" method. This error can occur if the program is trying to use an OrderedDict object as a model or a part of the model, and the code is expecting it to have an "eval" method which will return the loss and accuracy of the model. To resolve this issue, the code needs to be modified to use the correct type of object that has the "eval" method or change the code that is calling the "eval" method to a different method that is applicable to the OrderedDict object.