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Par04LwtnnInference.hh
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26
27#ifdef USE_INFERENCE_LWTNN
28#ifndef PAR04LWTNNINFERENCE_HH
29#define PAR04LWTNNINFERENCE_HH
30
31#include <G4String.hh> // for G4String
32#include <G4Types.hh> // for G4double
33#include <map> // for map, map<>::value_compare
34#include <memory> // for unique_ptr
35#include <string> // for string, basic_string, operator<
36#include <vector> // for vector
37#include "Par04InferenceInterface.hh" // for Par04InferenceInterface
38#include "lwtnn/LightweightGraph.hh" // for LightweightGraph
39
40/**
41 * @brief Inference using the LWTNN library.
42 *
43 * Initializes a computation object or a light weight graph using the ML model saved
44 * as a JSON file.
45 * Runs the inference by evaluating the graph on the input vector from Par04InferenceSetup.
46 *
47 **/
48
50{
51 public:
54
55 /// Run inference
56 /// @param[in] aGenVector Input latent space and conditions
57 /// @param[out] aEnergies Model output = generated shower energies
58 /// @param[in] aSize Size of the output
59 void RunInference(std::vector<float> aGenVector, std::vector<G4double>& aEnergies, int aSize);
60
61 private:
62 /// LWTNN graph , Network input and output vectors
63 std::unique_ptr<lwt::LightweightGraph> fGraph;
64 typedef std::map<std::string, std::map<std::string, double>> fNetworkInputs;
65 typedef std::map<std::string, double> fNetworkOutputs;
66};
67
68#endif /* PAR04LWTNNINFERENCE_HH */
69#endif

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