This is the Char RNN implementation on Anna Karenina. Anna Karenina is a novel by the Russian author Leo Tolstoy, first published in book form in 1878.
This network is based off of Andrej Karpathy's post on RNNs and implementation in Torch.The network will train character by character on some text, then generate new text character by character.