We provide evaluation benchmarks for three scenarios: Univariate electricity load forecasting - Single variable power consumption prediction (with datetime information) Photovoltaic power generation forecasting with meteorological covariates - Solar power prediction incorporating weather data and datetime information Wind power generation forecasting with meteorological covariates - Wind energy prediction incorporating weather data and datetime information Each scenario contains multiple sub-datasets. All datasets are sourced from public and traceable data platforms. Through data preprocessing and processing techniques, the raw data is transformed into standardized evaluation data files. The evaluation script corresponding to the current dataset can be accessed at https://github.com/antgroup/Energy-EVA for assessment.