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 <windows_guide.html>`__
* `Use Chronos in container(docker) <docker_guide_single_node.html>`__

Data Processing
-------------------------
* `Preprocess my data <how_to_preprocess_my_data.html>`__
* `Built-in dataset <how_to_use_built-in_datasets.html>`__


Forecasting
-------------------------

Develop a forecaster
~~~~~~~~~~~~~~~~~~~~~~~~~
* `Choose a forecaster algorithm <how_to_choose_forecasting_alg.html>`__
* `Create a forecaster <how_to_create_forecaster.html>`__
* `Train forecaster on single node <how_to_train_forecaster_on_one_node.html>`__
* `Tune forecaster on single node <how_to_tune_forecaster_model.html>`__
* `Evaluate a forecaster <how_to_evaluate_a_forecaster.html>`__
* `Use forecaster to predict future data <how_to_use_forecaster_to_predict_future_data.html>`__
* `Generate confidence interval for prediction <how_to_generate_confidence_interval_for_prediction.html>`__

Speed up a forecaster
~~~~~~~~~~~~~~~~~~~~~~~~~
* `Speed up inference of forecaster through ONNXRuntime <how_to_speedup_inference_of_forecaster_through_ONNXRuntime.html>`__
* `Speed up inference of forecaster through OpenVINO <how_to_speedup_inference_of_forecaster_through_OpenVINO.html>`__
* `Optimize a forecaster by searching the best accelerate method <how_to_optimize_a_forecaster.html>`__

Persist a forecaster
~~~~~~~~~~~~~~~~~~~~~~~~~
* `Save and load a forecaster <how_to_save_and_load_forecaster.html>`__
* `Export the ONNX model files to disk <how_to_export_onnx_files.html>`__
* `Export the OpenVINO model files to disk <how_to_export_openvino_files.html>`__
* `Export the TorchScript model files to disk <how_to_export_torchscript_files.html>`__
* `Preprocess my data <how_to_preprocess_my_data.html>`__
* `Built-in dataset <how_to_use_built-in_datasets.html>`__

Benchmark a forecaster
~~~~~~~~~~~~~~~~~~~~~~~~~
* `Use Chronos benchmark tool <how_to_use_benchmark_tool.html>`__

Deploy a forecaster
~~~~~~~~~~~~~~~~~~~~~~~~~
* `A whole workflow in production environment after my forecaster is developed <how_to_process_data_in_production_environment.html>`__
* `Export data processing pipeline to torchscript for further deployment without Python environment <how_to_export_data_processing_pipeline_to_torchscript.html>`__