37 lines
1.3 KiB
C++
37 lines
1.3 KiB
C++
#ifndef PYCLASSIFER_H
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#define PYCLASSIFER_H
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#include "boost/python/detail/wrap_python.hpp"
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#include <boost/python/numpy.hpp>
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#include <nlohmann/json.hpp>
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#include <string>
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#include <map>
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#include <vector>
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#include <utility>
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#include <torch/torch.h>
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#include "PyWrap.h"
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#include "Classifier.h"
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#include "TypeId.h"
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namespace pywrap {
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class PyClassifier : public Classifier {
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public:
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PyClassifier(const std::string& module, const std::string& className);
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virtual ~PyClassifier();
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PyClassifier& fit(torch::Tensor& X, torch::Tensor& y, const std::vector<std::string>& features, const std::string& className, std::map<std::string, std::vector<int>>& states);
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torch::Tensor predict(torch::Tensor& X);
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double score(torch::Tensor& X, torch::Tensor& y);
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std::string version();
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std::string callMethodString(const std::string& method);
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void setHyperparameters(const nlohmann::json& hyperparameters) override;
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protected:
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void checkHyperparameters(const std::vector<std::string>& validKeys, const nlohmann::json& hyperparameters);
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nlohmann::json hyperparameters;
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private:
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PyWrap* pyWrap;
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std::string module;
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std::string className;
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clfId_t id;
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bool fitted;
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};
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} /* namespace pywrap */
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#endif /* PYCLASSIFER_H */ |