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1 // 2 // ******************************************************************** 3 // * License and Disclaimer * 4 // * * 5 // * The Geant4 software is copyright of the Copyright Holders of * 6 // * the Geant4 Collaboration. It is provided under the terms and * 7 // * conditions of the Geant4 Software License, included in the file * 8 // * LICENSE and available at http://cern.ch/geant4/license . These * 9 // * include a list of copyright holders. * 10 // * * 11 // * Neither the authors of this software system, nor their employing * 12 // * institutes,nor the agencies providing financial support for this * 13 // * work make any representation or warranty, express or implied, * 14 // * regarding this software system or assume any liability for its * 15 // * use. Please see the license in the file LICENSE and URL above * 16 // * for the full disclaimer and the limitation of liability. * 17 // * * 18 // * This code implementation is the result of the scientific and * 19 // * technical work of the GEANT4 collaboration. * 20 // * By using, copying, modifying or distributing the software (or * 21 // * any work based on the software) you agree to acknowledge its * 22 // * use in resulting scientific publications, and indicate your * 23 // * acceptance of all terms of the Geant4 Software license. * 24 // ******************************************************************** 25 // 26 27 #ifdef USE_INFERENCE_LWTNN 28 # ifndef PAR04LWTNNINFERENCE_HH 29 # define PAR04LWTNNINFERENCE_HH 30 31 # include "Par04InferenceInterface.hh" // for Par04InferenceInterface 32 # include "lwtnn/LightweightGraph.hh" // for LightweightGraph 33 34 # include <G4String.hh> // for G4String 35 # include <G4Types.hh> // for G4double 36 # include <map> // for map, map<>::value_compare 37 # include <memory> // for unique_ptr 38 # include <string> // for string, basic_string, operator< 39 # include <vector> // for vector 40 41 /** 42 * @brief Inference using the LWTNN library. 43 * 44 * Initializes a computation object or a light weight graph using the ML model saved 45 * as a JSON file. 46 * Runs the inference by evaluating the graph on the input vector from Par04InferenceSetup. 47 * 48 **/ 49 50 class Par04LwtnnInference : public Par04InferenceInterface 51 { 52 public: 53 Par04LwtnnInference(G4String); 54 Par04LwtnnInference(); 55 56 /// Run inference 57 /// @param[in] aGenVector Input latent space and conditions 58 /// @param[out] aEnergies Model output = generated shower energies 59 /// @param[in] aSize Size of the output 60 void RunInference(std::vector<float> aGenVector, std::vector<G4double>& aEnergies, int aSize); 61 62 private: 63 /// LWTNN graph , Network input and output vectors 64 std::unique_ptr<lwt::LightweightGraph> fGraph; 65 typedef std::map<std::string, std::map<std::string, double>> fNetworkInputs; 66 typedef std::map<std::string, double> fNetworkOutputs; 67 }; 68 69 # endif /* PAR04LWTNNINFERENCE_HH */ 70 #endif 71