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For inference you can use either prediction methods from full packages:

  • Python package: several variants of predict* methods of CatBoost* classes.
  • R package: catboost.predict
  • CatBoost for Apache Spark: transform methods of CatBoost*Model classes
  • CLI: calc mode

Or use dedicated inference-only CatBoost libraries for

  • C
  • C++
  • JVM
  • Rust
  • .NET
  • Node.js

Or export to one of the following model formats:

  • CoreML
  • ONNX
  • PMML

Or export models as code in:

  • C++
  • Python

See the documentation.