Transformer for time series data

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For deep learning models such as cnn and lstm, in order to use them for time series data, we need to apply a rolling/sliding window to divide the dataset into segments and then feed it into the model, my question is: does this also apply to transofmers? or can I go straight without a sliding window?

I want to know, whether the transformer requries a sliding window of the dataset or not ?

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