Chronos How-to Guides

How-to guides are bite-sized, executable examples where users could check when meeting with some specific topic during the usage.

Forecasting

• Create a forecaster

  In this guidance, we demonstrate how to create a Forecaster. Including two ways of creating a forecaster and an explanation of some important parameters.

• Train forecaster on single node

  In this guidance, we demonstrate how to train forecasters on one node. In the training process, forecaster will learn the pattern (like the period, scale…) in history data. Although Chronos supports training on a cluster, it’s highly recommeneded to try one node first before allocating a cluster to make life easier.

• Tune forecaster on single node

  In this guidance, we demonstrate how to tune forecaster on single node. In tuning process, forecaster will find the best hyperparameter combination among user-defined search space, which is a common process if users pursue a forecaster with higher accuracy.

• Speed up inference of forecaster through ONNXRuntime

  In this guidance, we demonstrate how to speed up inference of forecaster through ONNXRuntime. In inferencing process, Chronos supports ONNXRuntime to accelerate inferencing which is helpful to users.

• Speed up inference of forecaster through OpenVINO

  In this guidance, we demonstrate how to speed up inference of forecaster through OpenVINO. In inferencing process, Chronos supports OpenVINO to accelerate inferencing which is helpful to users.