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All the lines having smth like data[i*seq_length:(i+1)*seq_length] actually get 1/seq_length of the training data, as they convert data to disjoint sequences of seq_length length. Proposing a small enhancement - to gather all char sequences from the data, with step 1. That will slower the training, but will correct the monstrous loss of data.