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Update README.md
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kasungayan authored Mar 27, 2020
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Expand Up @@ -35,5 +35,7 @@ Set the `PYTHONPATH` env variable of the system. Append absolute paths of both t

Three files need to be created for every model, one per training, validation and testing. For R scripts (under src/LSTM-Preprocessing-Scripts), make sure to set the working directory to the project root folder. As an example, *solar_train.txt* file is hardcoded in the scripts. The current source code supports for comma seperated data input, however this can be easily adjustable for other delimiters.

We assume *solar_train.txt* contain hourly energy consumption observations of multiple households. Each time series consists of 2 years of hourly data, and may present three types of seasonalities; *daily*, *weekly*, and *yearly*. As explained earlier, **SE** and **DS** is used to denote the two different paradigms. **Baseline** denotes the varaint that does not use any paradigm when training the LSTM-MSNet
We assume *solar_train.txt* contain hourly energy consumption observations of multiple households. Each time series consists of 2 years of hourly data, and may present three types of seasonalities; *daily*, *weekly*, and *yearly*. As explained earlier, **SE** and **DS** folders denote the two different paradigms. Whereas, **Baseline** folder denotes a varaint that does not use any paradigm when training the LSTM-MSNet.

### Generating TFrecords ###
When training the LSTM-MSNet, we use the tfrecords function provided by the Tensorflow API for a faster execution of our models. The preprocessing scripts used to generate the tfrecords can be found in the `src/LSTM-Models/preprocess_scripts` directory.

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