Many-to-one sliding window LSTM in Pytorch Many-to-one LSTM using sliding window for arbitrary and varying sequence lengths. GPU-enabled. Uses zero-padding to get an equal number of windows fitted to the sequence lengths using the chosen stride. Files MTO_SW_LSTM.py - Model class. test_MTO_SW_LSTM.ipynb - Simple demonstration of how to train the MTO_SW_LSTM.