Geant4 Cross Reference |
1 // 1 // 2 // ******************************************* 2 // ******************************************************************** 3 // * License and Disclaimer 3 // * License and Disclaimer * 4 // * 4 // * * 5 // * The Geant4 software is copyright of th 5 // * The Geant4 software is copyright of the Copyright Holders of * 6 // * the Geant4 Collaboration. It is provided 6 // * the Geant4 Collaboration. It is provided under the terms and * 7 // * conditions of the Geant4 Software License 7 // * conditions of the Geant4 Software License, included in the file * 8 // * LICENSE and available at http://cern.ch/ 8 // * LICENSE and available at http://cern.ch/geant4/license . These * 9 // * include a list of copyright holders. 9 // * include a list of copyright holders. * 10 // * 10 // * * 11 // * Neither the authors of this software syst 11 // * Neither the authors of this software system, nor their employing * 12 // * institutes,nor the agencies providing fin 12 // * institutes,nor the agencies providing financial support for this * 13 // * work make any representation or warran 13 // * work make any representation or warranty, express or implied, * 14 // * regarding this software system or assum 14 // * regarding this software system or assume any liability for its * 15 // * use. Please see the license in the file 15 // * use. Please see the license in the file LICENSE and URL above * 16 // * for the full disclaimer and the limitatio 16 // * for the full disclaimer and the limitation of liability. * 17 // * 17 // * * 18 // * This code implementation is the result 18 // * This code implementation is the result of the scientific and * 19 // * technical work of the GEANT4 collaboratio 19 // * technical work of the GEANT4 collaboration. * 20 // * By using, copying, modifying or distri 20 // * By using, copying, modifying or distributing the software (or * 21 // * any work based on the software) you ag 21 // * any work based on the software) you agree to acknowledge its * 22 // * use in resulting scientific publicati 22 // * use in resulting scientific publications, and indicate your * 23 // * acceptance of all terms of the Geant4 Sof 23 // * acceptance of all terms of the Geant4 Software license. * 24 // ******************************************* 24 // ******************************************************************** 25 // 25 // 26 26 27 #ifdef USE_INFERENCE_LWTNN 27 #ifdef USE_INFERENCE_LWTNN 28 # ifndef PAR04LWTNNINFERENCE_HH << 28 #ifndef PAR04LWTNNINFERENCE_HH 29 # define PAR04LWTNNINFERENCE_HH << 29 #define PAR04LWTNNINFERENCE_HH 30 30 31 # include "Par04InferenceInterface.hh" // << 31 #include "Par04InferenceInterface.hh" 32 # include "lwtnn/LightweightGraph.hh" // f << 32 #include "" 33 << 33 #include "" 34 # include <G4String.hh> // for G4String << 34 #include <fstream> 35 # include <G4Types.hh> // for G4double << 36 # include <map> // for map, map<>::value_c << 37 # include <memory> // for unique_ptr << 38 # include <string> // for string, basic_st << 39 # include <vector> // for vector << 40 35 41 /** 36 /** 42 * @brief Inference using the LWTNN library. 37 * @brief Inference using the LWTNN library. 43 * 38 * 44 * Initializes a computation object or a light 39 * Initializes a computation object or a light weight graph using the ML model saved 45 * as a JSON file. 40 * as a JSON file. 46 * Runs the inference by evaluating the graph 41 * Runs the inference by evaluating the graph on the input vector from Par04InferenceSetup. 47 * 42 * 48 **/ 43 **/ 49 44 >> 45 using namespace std; >> 46 50 class Par04LwtnnInference : public Par04Infere 47 class Par04LwtnnInference : public Par04InferenceInterface 51 { 48 { 52 public: << 49 public: 53 Par04LwtnnInference(G4String); << 50 Par04LwtnnInference(G4String); 54 Par04LwtnnInference(); << 51 Par04LwtnnInference(); 55 << 52 56 /// Run inference << 53 /// Run inference 57 /// @param[in] aGenVector Input latent spa << 54 /// @param[in] aGenVector Input latent space and conditions 58 /// @param[out] aEnergies Model output = g << 55 /// @param[out] aEnergies Model output = generated shower energies 59 /// @param[in] aSize Size of the output << 56 /// @param[in] aSize Size of the output 60 void RunInference(std::vector<float> aGenV << 57 void RunInference(vector<float> aGenVector, std::vector<G4double>& aEnergies, int aSize); 61 << 58 62 private: << 59 private: 63 /// LWTNN graph , Network input and output << 60 /// LWTNN graph , Network input and output vectors 64 std::unique_ptr<lwt::LightweightGraph> fGr << 61 std::unique_ptr<lwt::LightweightGraph> fGraph; 65 typedef std::map<std::string, std::map<std << 62 typedef std::map<std::string, std::map<std::string, double>> fNetworkInputs; 66 typedef std::map<std::string, double> fNet << 63 typedef std::map<std::string, double> fNetworkOutputs; 67 }; 64 }; 68 65 69 # endif /* PAR04LWTNNINFERENCE_HH */ << 66 #endif /* PAR04LWTNNINFERENCE_HH */ 70 #endif 67 #endif 71 68