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vruusmann avatar vruusmann commented on June 20, 2024

@rymmonlu What exactly is the problem? Is the generated PMML document making incorrect predictions?

What difference does it make how a Python data structure is translated to a PMML data structure, for as long as the translation preserves the properties of the original prediction algorithm?

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vruusmann avatar vruusmann commented on June 20, 2024

I've now run my SVC integration tests with decision_function_shape="ovr" and decision_function_shape="ovo", and verified that the current JPMML-Converter/JPMML-SkLearn/SkLearn2PMML software stack is generating PMML documents that make correct predictions when evaluated with the JPMML-Evaluator library.

The JPMML family of libraries chooses to use ONE_AGAINST_ONE encoding scheme for LibSVM-based SVM models, because it leads to the most compact/readable PMML representation.

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rymmonlu avatar rymmonlu commented on June 20, 2024

Thanks for your confirm about the "ONE_AGAINST_ONE".
BTW, my prediction result looks ok just as you tried.

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