The following benchmarks compare runtime or backend with ONNX.
Benchmark for ONNX
Benchmark specific operators (Add, Scaler, …)
Profiling ONNX runtime
Full benchmarks with asv
The following benchmarks measure the prediction time between scikit-learn, onnxruntime and mlprodict for different models related to one-off predictions and batch predictions.
The following benchmarks look into simplified models to help understand how runtime behave for specific operators.
Others benchmarks with asv and onnx:
Scikit-Learn/ONNX benchmark with AirSpeedVelocity (official)
Prediction with scikit-learn and ONNX benchmark
Prediction with scikit-learn and ONNX benchmark (SVM + Trees)