Benchmark

This directory contains the code and scripts for benchmarking.

Chronos

run_chronos.py is the code to run Chronos on a given dataset.

chronos_scripts contains the scripts to run Chronos on different datasets.

Examples

On Monash dataset:

sh chronos_scripts/monash_chronos_base.sh

On datasets for Probabilistic forecasting:

sh chronos_scripts/pf_chronos_base.sh

TimesFM

run_timesfm.py is the code to run TimesFM on a given dataset.

timesfm_scripts contains the scripts to run TimesFM on different datasets.

Examples

On Monash dataset:

sh monash_timesfm.sh 

On datasets for LSF:

sh lsf_timesfm.sh

VisionTS

• Paper: https://arxiv.org/abs/2408.17253
• Repo: https://github.com/Keytoyze/VisionTS

Before testing, you should first install VisionTS:

pip install visionts

run_vision.py is the code to run VisionTS on a given dataset.

visionts_scripts contains the scripts to run VisionTS on different datasets.

Examples

On Monash dataset:

bash visionts_scripts/monash_visionts.sh 

On datasets for LSF:

bash visionts_scripts/lsf_visionts.sh

On datasets for PF:

bash visionts_scripts/pf_visionts.sh