vtkONNXInference.h

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// SPDX-FileCopyrightText: Copyright (c) Ken Martin, Will Schroeder, Bill Lorensen
// SPDX-License-Identifier: BSD-3-Clause
#ifndef vtkONNXInference_h
#define vtkONNXInference_h
 
#include "vtkFiltersONNXModule.h" // For export macro
#include "vtkPassInputTypeAlgorithm.h"
 
#include "vtkDataObject.h" // For AttributeTypes
 
#include <memory> // For std::unique_ptr
#include <vector> // For std::vector
 
VTK_ABI_NAMESPACE_BEGIN
struct vtkONNXInferenceInternals;
namespace Ort
{
class AllocatorWithDefaultOptions;
class Value;
}
 
class VTKFILTERSONNX_EXPORT vtkONNXInference : public vtkPassInputTypeAlgorithm
{
public:
  vtkTypeMacro(vtkONNXInference, vtkPassInputTypeAlgorithm);
  void PrintSelf(ostream& os, vtkIndent indent) override;
 
  static vtkONNXInference* New();


  void SetModelFile(const std::string& file);
  vtkGetMacro(ModelFile, std::string);


  void SetTimeStepValues(const std::vector<double>& times);

  void SetTimeStepValue(vtkIdType idx, double timeStepValue);

  void SetNumberOfTimeStepValues(vtkIdType nb);

  void ClearTimeStepValues();


  vtkSetMacro(TimeStepIndex, int);
  vtkGetMacro(TimeStepIndex, int);

  void SetInputParameters(const std::vector<float>& params);

  void SetInputParameter(vtkIdType idx, float InputParameter);

  void ClearInputParameters();


  void SetInputShape(const std::vector<int64_t>& shape);
  void SetInputShape(vtkIdType idx, int shapeElement);
  void SetInputShape(vtkIdType nb);
  const std::vector<int64_t>& GetInputShape() const;

  void SetNumberOfInputShapeElements(vtkIdType nb);

  void ClearInputShape();


  void SetInputPermutation(const std::vector<int>& shape);
  void SetInputPermutationElement(vtkIdType idx, int permutationElement);
  const std::vector<int>& GetInputPermutation() const;
  void SetNumberOfInputPermutationElements(vtkIdType nb);
  void ClearInputPermutation();


  void SetOutputPermutation(const std::vector<int>& permutation);
  void SetOutputPermutationElement(vtkIdType idx, int permutationElement);
  const std::vector<int>& GetOutputPermutation() const;
  void SetNumberOfOutputPermutationElements(vtkIdType nb);
  void ClearOutputPermutation();


  vtkSetMacro(FieldArrayInput, bool);
  vtkGetMacro(FieldArrayInput, bool);
  vtkBooleanMacro(FieldArrayInput, bool);


  vtkSetMacro(ProcessedFieldArrayName, const std::string&);
  vtkGetMacro(ProcessedFieldArrayName, const std::string&);


  vtkSetMacro(OutputDimension, int);
  vtkGetMacro(OutputDimension, int);


  vtkSetMacro(ArrayAssociation, int);
  vtkGetMacro(ArrayAssociation, int);


  void SetAutoDetectInputShape(bool SetAutoDetectInputShape);
  vtkGetMacro(AutoDetectInputShape, bool);
  vtkBooleanMacro(AutoDetectInputShape, bool);


  vtkSetMacro(AutoDetectPermutation, bool);
  vtkGetMacro(AutoDetectPermutation, bool);
  vtkBooleanMacro(AutoDetectPermutation, bool);
 
protected:
  vtkONNXInference();
  ~vtkONNXInference() override = default;

  int RequestInformation(vtkInformation*, vtkInformationVector**, vtkInformationVector*) override;
 
  int RequestData(vtkInformation*, vtkInformationVector**, vtkInformationVector*) override;

  int ExecuteData(vtkDataObject* input, vtkDataObject* output, double timevalue);
 
private:
  vtkONNXInference(const vtkONNXInference&) = delete;
  void operator=(const vtkONNXInference&) = delete;

  bool InitializeSession();

  bool ShouldGenerateTimeSteps();

  bool GenerateInputTensorFromParameters(
    std::vector<float>& parameters, Ort::Value& inputTensor, double timeValue);

  bool GenerateInputTensorFromFieldArray(
    Ort::Value& inputTensor, vtkDataSetAttributes* inAttributes);

  std::vector<Ort::Value> RunModel(Ort::Value& inputTensor);
 
  // Input related parameters
  std::string ModelFile;
  std::vector<int64_t> InputShape = { 0 };
  std::vector<float> InputParameters;
  std::vector<double> TimeStepValues;
  int TimeStepIndex = -1;
  bool FieldArrayInput = false;
  std::string ProcessedFieldArrayName;
  std::vector<int> InputPermutation;
 
  // Output related parameters
  int OutputDimension = 1;
  std::vector<int> OutputPermutation;
 
  int ArrayAssociation = vtkDataObject::CELL;
  std::vector<float> InputDataBuffer;
 
  bool AutoDetectInputShape = false;
  bool AutoDetectPermutation = false;
 
  bool Initialized = false;
  std::unique_ptr<vtkONNXInferenceInternals> Internals;
};
VTK_ABI_NAMESPACE_END
 
#endif // vtkONNXInference_h