| Geant4 Cross Reference |
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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 <G4String.hh> // for G4String
32 # include "lwtnn/LightweightGraph.hh" // f << 32 #include <G4Types.hh> // for G4double
33 << 33 #include <map> // for map, map<>::value_compare
34 # include <G4String.hh> // for G4String << 34 #include <memory> // for unique_ptr
35 # include <G4Types.hh> // for G4double << 35 #include <string> // for string, basic_string, operator<
36 # include <map> // for map, map<>::value_c << 36 #include <vector> // for vector
37 # include <memory> // for unique_ptr << 37 #include "Par04InferenceInterface.hh" // for Par04InferenceInterface
38 # include <string> // for string, basic_st << 38 #include "" // for LightweightGraph
39 # include <vector> // for vector <<
40 39
41 /** 40 /**
42 * @brief Inference using the LWTNN library. 41 * @brief Inference using the LWTNN library.
43 * 42 *
44 * Initializes a computation object or a light 43 * Initializes a computation object or a light weight graph using the ML model saved
45 * as a JSON file. 44 * as a JSON file.
46 * Runs the inference by evaluating the graph 45 * Runs the inference by evaluating the graph on the input vector from Par04InferenceSetup.
47 * 46 *
48 **/ 47 **/
49 48
50 class Par04LwtnnInference : public Par04Infere 49 class Par04LwtnnInference : public Par04InferenceInterface
51 { 50 {
52 public: << 51 public:
53 Par04LwtnnInference(G4String); << 52 Par04LwtnnInference(G4String);
54 Par04LwtnnInference(); << 53 Par04LwtnnInference();
55 << 54
56 /// Run inference << 55 /// Run inference
57 /// @param[in] aGenVector Input latent spa << 56 /// @param[in] aGenVector Input latent space and conditions
58 /// @param[out] aEnergies Model output = g << 57 /// @param[out] aEnergies Model output = generated shower energies
59 /// @param[in] aSize Size of the output << 58 /// @param[in] aSize Size of the output
60 void RunInference(std::vector<float> aGenV << 59 void RunInference(std::vector<float> aGenVector, std::vector<G4double>& aEnergies, int aSize);
61 << 60
62 private: << 61 private:
63 /// LWTNN graph , Network input and output << 62 /// LWTNN graph , Network input and output vectors
64 std::unique_ptr<lwt::LightweightGraph> fGr << 63 std::unique_ptr<lwt::LightweightGraph> fGraph;
65 typedef std::map<std::string, std::map<std << 64 typedef std::map<std::string, std::map<std::string, double>> fNetworkInputs;
66 typedef std::map<std::string, double> fNet << 65 typedef std::map<std::string, double> fNetworkOutputs;
67 }; 66 };
68 67
69 # endif /* PAR04LWTNNINFERENCE_HH */ << 68 #endif /* PAR04LWTNNINFERENCE_HH */
70 #endif 69 #endif
71 70