autogluon
fev_datasets
Forecast evaluation datasets
This repository contains time series datasets that can be used for evaluation of univariate & multivariate forecasting models.
The main focus of this repository is on datasets that reflect real-world forecasting scenarios, such as those involving covariates, missing values, and other practical complexities.
The datasets follow a format that is compatible with the fev package.
Data format and usage
Each dataset satisfies the following… See the full description on the dataset page: https://huggingface.co/datasets/autogluon/fev_datasets.chronos_datasets
Chronos datasets
Time series datasets used for training and evaluation of the Chronos forecasting models.
Note that some Chronos datasets (ETTh, ETTm, brazilian_cities_temperature and spanish_energy_and_weather) that rely on a custom builder script are available in the companion repo autogluon/chronos_datasets_extra.
See the paper for more information.
Data format and usage
The recommended way to use these datasets is via https://github.com/autogluon/fev.
All datasets… See the full description on the dataset page: https://huggingface.co/datasets/autogluon/chronos_datasets.chronos_datasets_extra
Chronos datasets
Time series datasets used for training and evaluation of the Chronos forecasting models.
This repository contains scripts for constructing datasets that cannot be hosted in the main Chronos datasets repository due to license restrictions.
Usage
Datasets can be loaded using the 🤗 datasets library
import datasets
ds = datasets.load_dataset("autogluon/chronos_datasets_extra", "ETTh", split="train", trust_remote_code=True)
ds.set_format("numpy") #… See the full description on the dataset page: https://huggingface.co/datasets/autogluon/chronos_datasets_extra.autogluon-chronos_datasets
Chronos datasets
Time series datasets used for training and evaluation of the Chronos forecasting models.
Note that some Chronos datasets (ETTh, ETTm, brazilian_cities_temperature and spanish_energy_and_weather) that rely on a custom builder script are available in the companion repo autogluon/chronos_datasets_extra.
See the paper for more information.
Data format and usage
All datasets satisfy the following high-level schema:
Each dataset row corresponds to a single… See the full description on the dataset page: https://huggingface.co/datasets/anchovy/autogluon-chronos_datasets.autogluon-chronos_datasets_extra
Chronos datasets
Time series datasets used for training and evaluation of the Chronos forecasting models.
This repository contains scripts for constructing datasets that cannot be hosted in the main Chronos datasets repository due to license restrictions.
Usage
Datasets can be loaded using the 🤗 datasets library
import datasets
ds = datasets.load_dataset("autogluon/chronos_datasets_extra", "ETTh", split="train", trust_remote_code=True)
ds.set_format("numpy") #… See the full description on the dataset page: https://huggingface.co/datasets/anchovy/autogluon-chronos_datasets_extra.autogluon-nutrients-models