Check out the Time Series Transformer blog-post in HuggingFace blog: Probabilistic Time Series Forecasting with 🤗 Transformers

TimeSeriesTransformerConfig
[[autodoc]] TimeSeriesTransformerConfig
TimeSeriesTransformerModel
[[autodoc]] TimeSeriesTransformerModel
    - forward
TimeSeriesTransformerForPrediction
[[autodoc]] TimeSeriesTransformerForPrediction
    - forward