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TGTSF: Text Guided Time Series Forecasting

The main model is TGTSF_torch. Other versions are deprecated.

We will update the paper on arxiv from time to time. Keep updated here: https://arxiv.org/abs/2405.13522

Dataset Preparation

Toy Dataset

Weather-Captioned Dataset

⚠ If you have trouble in downloading the pre-embedding files with git-lfs, we also provide google drive links for the pre-embedding files. Click Here

You can use gdown to download the files from google drive.

Run the Model

Run scripts in the ./scripts folder.

Use visualize.ipynb to visualize the results. We may upload the checkpoint we trained later.