Gabriele Cosmo
70 lines
3.2 KiB
C++
70 lines
3.2 KiB
C++
//
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// ********************************************************************
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// * License and Disclaimer *
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// * *
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// * The Geant4 software is copyright of the Copyright Holders of *
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// * the Geant4 Collaboration. It is provided under the terms and *
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// * conditions of the Geant4 Software License, included in the file *
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// * LICENSE and available at http://cern.ch/geant4/license . These *
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// * include a list of copyright holders. *
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// * *
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// * Neither the authors of this software system, nor their employing *
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// * institutes,nor the agencies providing financial support for this *
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// * work make any representation or warranty, express or implied, *
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// * regarding this software system or assume any liability for its *
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// * use. Please see the license in the file LICENSE and URL above *
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// * for the full disclaimer and the limitation of liability. *
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// * *
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// * This code implementation is the result of the scientific and *
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// * technical work of the GEANT4 collaboration. *
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// * By using, copying, modifying or distributing the software (or *
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// * any work based on the software) you agree to acknowledge its *
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// * use in resulting scientific publications, and indicate your *
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// * acceptance of all terms of the Geant4 Software license. *
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// ********************************************************************
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//
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#ifdef USE_INFERENCE_LWTNN
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#ifndef PAR04LWTNNINFERENCE_HH
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#define PAR04LWTNNINFERENCE_HH
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#include <G4String.hh> // for G4String
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#include <G4Types.hh> // for G4double
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#include <map> // for map, map<>::value_compare
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#include <memory> // for unique_ptr
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#include <string> // for string, basic_string, operator<
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#include <vector> // for vector
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#include "Par04InferenceInterface.hh" // for Par04InferenceInterface
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#include "lwtnn/LightweightGraph.hh" // for LightweightGraph
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/**
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* @brief Inference using the LWTNN library.
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*
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* Initializes a computation object or a light weight graph using the ML model saved
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* as a JSON file.
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* Runs the inference by evaluating the graph on the input vector from Par04InferenceSetup.
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*
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**/
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class Par04LwtnnInference : public Par04InferenceInterface
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{
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public:
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Par04LwtnnInference(G4String);
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Par04LwtnnInference();
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/// Run inference
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/// @param[in] aGenVector Input latent space and conditions
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/// @param[out] aEnergies Model output = generated shower energies
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/// @param[in] aSize Size of the output
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void RunInference(std::vector<float> aGenVector, std::vector<G4double>& aEnergies, int aSize);
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private:
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/// LWTNN graph , Network input and output vectors
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std::unique_ptr<lwt::LightweightGraph> fGraph;
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typedef std::map<std::string, std::map<std::string, double>> fNetworkInputs;
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typedef std::map<std::string, double> fNetworkOutputs;
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};
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#endif /* PAR04LWTNNINFERENCE_HH */
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#endif
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