Refactor library structure
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30
bayesnet/classifiers/Proposal.h
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30
bayesnet/classifiers/Proposal.h
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#ifndef PROPOSAL_H
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#define PROPOSAL_H
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#include <string>
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#include <map>
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#include <torch/torch.h>
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#include <CPPFImdlp.h>
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#include "bayesnet/network/Network.h"
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#include "Classifier.h"
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namespace bayesnet {
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class Proposal {
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public:
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Proposal(torch::Tensor& pDataset, std::vector<std::string>& features_, std::string& className_);
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virtual ~Proposal();
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protected:
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void checkInput(const torch::Tensor& X, const torch::Tensor& y);
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torch::Tensor prepareX(torch::Tensor& X);
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map<std::string, std::vector<int>> localDiscretizationProposal(const map<std::string, std::vector<int>>& states, Network& model);
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map<std::string, std::vector<int>> fit_local_discretization(const torch::Tensor& y);
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torch::Tensor Xf; // X continuous nxm tensor
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torch::Tensor y; // y discrete nx1 tensor
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map<std::string, mdlp::CPPFImdlp*> discretizers;
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private:
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torch::Tensor& pDataset; // (n+1)xm tensor
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std::vector<std::string>& pFeatures;
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std::string& pClassName;
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};
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}
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#endif
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