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.

Installation

• Install Chronos on Windows

• Use Chronos in container(docker)

Data Processing

• Preprocess my data

• Built-in dataset

Forecasting

Develop a forecaster

• Choose a forecaster algorithm

• Create a forecaster

• Train forecaster on single node

• Tune forecaster on single node

• Evaluate a forecaster

• Use forecaster to predict future data

• Generate confidence interval for prediction

Speed up a forecaster

• Speed up inference of forecaster through ONNXRuntime

• Speed up inference of forecaster through OpenVINO

• Optimize a forecaster by searching the best accelerate method

Persist a forecaster

• Save and load a forecaster

• Export the ONNX model files to disk

• Export the OpenVINO model files to disk

• Export the TorchScript model files to disk

• Preprocess my data

• Built-in dataset

Benchmark a forecaster

• Use Chronos benchmark tool

Deploy a forecaster

• A whole workflow in production environment after my forecaster is developed

• Export data processing pipeline to torchscript for further deployment without Python environment