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Site Navigation

  • User guide
  • Powered by
  • LLM
  • Orca
  • Nano
  • DLlib
  • Chronos
  • Friesian
  • PPML
  • Contributor guide
  • Cluster serving
  • Presentations
  • Blogs
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Section Navigation

  • BigDL-Chronos Document
  • Chronos in 5 minutes
  • Installation
  • Key Features
    • Data Processing and Feature Engineering
    • Time Series Forecasting
    • Anomaly Detection
    • Synthetic Data Generation
    • Artificial Intelligence for IT operations (AIOps)
    • Accelerated Training and Inference
    • Distributed Processing
  • How-to Guides
    • Install Chronos on Windows
    • Use Chronos in Container (docker)
    • Use Chronos benchmark tool
    • How to create a Forecaster
    • Train forcaster on single node
    • Save and load a Forecaster
    • Tune forecaster on single node
    • Speed up inference of forecaster through ONNXRuntime
    • Speed up inference of forecaster through OpenVINO
    • Evaluate a forecaster
    • Predict future data
    • How to optimize a forecaster
    • Generate confidence interval for prediction
    • Export the ONNX model files to disk
    • Export the OpenVINO model files to disk
    • Export the TorchScript model files to disk
    • Preprocess my own data
    • A whole workflow in production environment after my forecaster is developed
    • Choose proper forecasting model
    • Export data processing pipeline to torchscript for further deployment without Python environment
  • Tutorials
    • Predict Number of Taxi Passengers with Chronos Forecaster
    • Tune a Forecasting Task Automatically
    • Detect Anomaly Point in Real Time Traffic Data
  • Tips and Known Issues
  • API Reference
    • AutoTS
    • Auto Models
    • Forecasters
    • Anomaly Detectors
    • TSDataset
    • Simulator
    • Evaluator
    • AIOps
    • AutoTS (deprecated)

Chronos API#

  • AutoTS
    • AutoTSEstimator
    • TSPipeline
  • Auto Models
    • AutoTCN
    • AutoLSTM
    • AutoSeq2Seq
    • AutoARIMA
    • AutoProphet
  • Forecasters
    • LSTMForecaster
    • Seq2SeqForecaster
    • TCNForecaster
    • AutoformerForecaster
    • NBeatsForecaster
    • TCMFForecaster
    • MTNetForecaster
    • ARIMAForecaster
    • ProphetForecaster
  • Anomaly Detectors
    • AEDetector
    • DBScanDetector
    • ThresholdDetector
  • TSDataset
    • TSDataset
    • XShardsTSDataset
    • Built-in Dataset
  • Simulator
    • DPGANSimulator
  • Evaluator
    • Evaluator
  • AIOps
    • ConfigGenerator
  • AutoTS (deprecated)

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