Definition at line 12 of file RModel.hxx.
Public Member Functions | |
| RModel ()=default | |
| Default constructor. | |
| RModel (std::string function_name) | |
| RModel (std::string name, std::string parsedtime) | |
| void | AddAliasTensor (const std::string &tensor_name, const std::string &orig_tensor_name) |
| template<class T > | |
| void | AddConstantTensor (const std::string &name, const std::vector< size_t > &shape, const std::vector< T > &data) |
| template<class T > | |
| void | AddConstantTensor (const std::string &name, const std::vector< size_t > &shape, const T *data) |
| void | AddConstantTensor (std::string tensor_name, ETensorType type, std::vector< std::size_t > shape, std::shared_ptr< void > data) |
| void | AddDynamicTensor (std::string tensor_name, ETensorType type, std::vector< Dim > shape) |
| template<typename T > | |
| void | AddInitializedTensor (const std::string &tensor_name, const std::vector< std::size_t > &shape, T *raw_data) |
| void | AddInitializedTensor (std::string tensor_name, ETensorType type, std::vector< std::size_t > shape, std::shared_ptr< void > data) |
| void | AddInputTensorInfo (std::string input_name, ETensorType type, std::vector< Dim > shape) |
| void | AddInputTensorInfo (std::string input_name, ETensorType type, std::vector< size_t > shape) |
| void | AddInputTensorName (std::string name) |
| void | AddIntermediateTensor (std::string tensor_name, ETensorType type, std::vector< Dim > dim_shape) |
| void | AddIntermediateTensor (std::string tensor_name, ETensorType type, std::vector< std::size_t > shape) |
| void | AddOperator (std::unique_ptr< ROperator > op, int order_execution=-1) |
| void | AddOutputTensorNameList (std::vector< std::string > output_tensor_names) |
| void | AddShapeParam (const std::string &name, size_t def_value=0) |
| void | AddShapeTensor (const std::string &name, const std::vector< Dim > &shapeValues, bool scalar=false) |
| std::string | AllocateIntermediateMemory (std::span< const std::string_view > op_output_tensors) |
| void | CheckAndFlushIntermediateMemory (std::span< const std::string_view > op_output_tensors, const size_t &op_idx) |
| bool | CheckIfTensorAlreadyExist (std::string tensor_name) |
| ClassDefNV (RModel, 3) | |
| void | Generate (Options options=Options::kDefault, int batchSize=-1, int pos=0, bool verbose=false) |
| void | Generate (std::underlying_type_t< Options > options, int batchSize=-1, long pos=0, bool verbose=false) |
| std::string | GenerateInferSignature (bool isdecl=true) |
| size_t | GetConstantTensorSize () const |
| const std::vector< std::string > & | GetDimShapeNames () const |
| std::vector< Dim > | GetDimTensorShape (const std::string &name) const |
| std::vector< Dim > | GetDynamicTensorShape (const std::string &name) const |
| std::shared_ptr< void > | GetInitializedTensorData (std::string tensor_name) |
| const std::vector< std::string > & | GetInputTensorNames () const |
| size_t | GetIntermediateTensorSize () const |
| size_t | GetOtherTensorSize () const |
| const std::vector< std::string > & | GetOutputTensorNames () const |
| const std::vector< Dim > & | GetShapeTensorValues (const std::string &tensor_name) const |
| template<class T > | |
| std::vector< T > | GetTensorData (const std::string &name) |
| template<> | |
| std::vector< Dim > | GetTensorData (const std::string &name) |
| std::vector< size_t > | GetTensorShape (const std::string &name) const |
| ETensorType | GetTensorType (std::string name) const |
| size_t | GetWeightsTensorSize () const |
| void | HeadInitializedTensors (std::string name, int n_print=50) |
| void | Initialize (const std::map< std::string, size_t > &inputParams, bool verbose=false) |
| void | Initialize (int batchSize=-1, bool verbose=false) |
| void | InitializeSubGraph (std::shared_ptr< RModel > graph) |
| bool | IsAliasTensor (const std::string &name) const |
| check if a tensor is a alias tensor | |
| bool | IsConstantTensor (const std::string &name) const |
| bool | IsDimInputTensor (const std::string &name) const |
| bool | IsDynamicTensor (const std::string &name) const |
| bool | IsInitializedTensor (const std::string &name) const |
| bool | IsReadyInputTensor (const std::string &name) const |
| bool | IsShapeTensor (const std::string &name) const |
| check if a tensor is a shape tensor | |
| void | OutputGenerated (std::string filename="", bool append=false) |
| void | PrintDynamicTensors () const |
| void | PrintInitializedTensors () const |
| void | PrintIntermediateTensors () const |
| void | PrintOutputTensors () const |
| void | PrintRequiredInputTensors () const |
| void | PrintSummary () const |
| void | ReadInitializedTensorsFromFile (long) |
| void | SetFilename (std::string filename) |
| void | SetNotWritableInitializedTensor (const std::string &tensor_name) |
| void | SetOptimizationLevel (OptimizationLevel optim_level) |
| void | SetUseVDT (bool on) |
| void | UpdateInitializedTensor (std::string tensor_name, ETensorType type, std::vector< std::size_t > shape, std::shared_ptr< void > data) |
| void | UpdateOutputTensorList (std::vector< std::string > curr_output_tensor, std::vector< std::string > modify_output_tensor) |
| bool | UseSession () const |
| bool | UseVDT () const |
| int | Verbose () const |
| long | WriteInitializedTensorsToFile (std::string filename="") |
Public Member Functions inherited from TMVA::Experimental::SOFIE::RModel_Base | |
| RModel_Base ()=default | |
| Default constructor. | |
| RModel_Base (std::string function_name) | |
| RModel_Base (std::string name, std::string parsedtime) | |
| void | AddBlasRoutines (std::vector< std::string > routines) |
| void | AddNeededCustomHeader (std::string filename) |
| void | AddNeededStdLib (std::string libname) |
| void | GenerateHeaderInfo (std::string &hgname) |
| std::string | GetFilename () |
| const std::string & | GetName () const |
| void | OutputGenerated (std::string filename="", bool append=false) |
| void | PrintGenerated (std::ostream &os=std::cout) |
| std::string | ReturnGenerated () |
| void | SetFilename (std::string filename) |
Protected Member Functions | |
| std::vector< std::string > | CollectTensorMemberNames (const std::string &input) |
| Collects all identifiers starting with "tensor_" in the input code, provided that the occurrence is not immediately preceded by a character that is valid in a C++ identifier. | |
| void | GenerateDynamicTensorInfo () |
| void | GenerateInitializedTensorInfo () |
| void | GenerateIntermediateMemoryPool () |
| void | GenerateIntermediateTensorInfo () |
| void | GenerateOperatorDeclarations () |
| void | GenerateOutput () |
| void | GenerateSessionCode () |
| bool | IsInputTensorShapeParam (std::string const &name) const |
| Check if a given parameter is used for the shape of an input tensor. | |
Private Attributes | |
| std::unordered_map< std::string, std::string > | fAliasTensors |
| int | fBatchSize = -1 |
| size_t | fConstantTensorSize = 0 |
| std::vector< std::string > | fDimShapeNames |
| std::unordered_map< std::string, DynamicTensorInfo > | fDynamicTensorInfos |
| std::unordered_map< std::string, InitializedTensor > | fInitializedTensors |
| std::unordered_map< std::string, InputTensorInfo > | fInputTensorInfos |
| std::vector< std::string > | fInputTensorNames |
| MemoryPoolInfo | fIntermediateMemoryInfo |
| ! intermediate memory info (transient) | |
| std::unordered_map< std::string_view, size_t > | fIntermediateTensorFrequencyLookup |
| ! lookup table for intermediate tensor frequency (transient) | |
| std::unordered_map< std::string, TensorInfo > | fIntermediateTensorInfos |
| bool | fIsInitialized = false |
| bool | fIsSubGraph = false |
| std::vector< std::unique_ptr< ROperator > > | fOperators |
| OptimizationLevel | fOptimizationLevel = OptimizationLevel::kExtended |
| size_t | fOtherTensorSize = 0 |
| std::vector< std::string > | fOutputTensorNames |
| RModel * | fParentGraph = nullptr |
| long | fReadPos = 0 |
| std::unordered_map< std::string, TensorInfo > | fReadyInputTensorInfos |
| std::unordered_map< std::string, std::string > | fShapeParams |
| std::unordered_map< std::string, std::pair< std::vector< Dim >, bool > > | fShapeTensors |
| std::vector< std::shared_ptr< RModel > > | fSubGraphs |
| ! sub-graph models (transient) | |
| bool | fUseVDT = false |
| int | fVerbose = 0 |
| size_t | fWeightsTensorSize = 0 |
Additional Inherited Members | |
Protected Attributes inherited from TMVA::Experimental::SOFIE::RModel_Base | |
| std::unordered_set< std::string > | fCustomOpHeaders |
| std::string | fFileName |
| std::string | fGC |
| bool | fIsGNN = false |
| bool | fIsGNNComponent = false |
| std::string | fName = "UnnamedModel" |
| std::unordered_set< std::string > | fNeededBlasRoutines |
| std::unordered_set< std::string > | fNeededStdLib = {"vector"} |
| std::string | fParseTime |
| bool | fUseSession = true |
| bool | fUseWeightFile = true |
| WeightFileType | fWeightFile = WeightFileType::Text |
#include <TMVA/RModel.hxx>
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default |
Default constructor.
Needed to allow serialization of ROOT objects. See https://root.cern/manual/io_custom_classes/#restrictions-on-types-root-io-can-handle
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Definition at line 54 of file RModel.hxx.
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Definition at line 57 of file RModel.hxx.
| void TMVA::Experimental::SOFIE::RModel::AddAliasTensor | ( | const std::string & | tensor_name, |
| const std::string & | orig_tensor_name ) |
Definition at line 233 of file RModel.cxx.
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Definition at line 92 of file RModel.hxx.
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Definition at line 84 of file RModel.hxx.
| void TMVA::Experimental::SOFIE::RModel::AddConstantTensor | ( | std::string | tensor_name, |
| ETensorType | type, | ||
| std::vector< std::size_t > | shape, | ||
| std::shared_ptr< void > | data ) |
Definition at line 215 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::AddDynamicTensor | ( | std::string | tensor_name, |
| ETensorType | type, | ||
| std::vector< Dim > | shape ) |
Definition at line 302 of file RModel.cxx.
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Definition at line 101 of file RModel.hxx.
| void TMVA::Experimental::SOFIE::RModel::AddInitializedTensor | ( | std::string | tensor_name, |
| ETensorType | type, | ||
| std::vector< std::size_t > | shape, | ||
| std::shared_ptr< void > | data ) |
Definition at line 205 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::AddInputTensorInfo | ( | std::string | input_name, |
| ETensorType | type, | ||
| std::vector< Dim > | shape ) |
Definition at line 155 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::AddInputTensorInfo | ( | std::string | input_name, |
| ETensorType | type, | ||
| std::vector< size_t > | shape ) |
Definition at line 165 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::AddInputTensorName | ( | std::string | name | ) |
Definition at line 174 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::AddIntermediateTensor | ( | std::string | tensor_name, |
| ETensorType | type, | ||
| std::vector< Dim > | dim_shape ) |
Definition at line 284 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::AddIntermediateTensor | ( | std::string | tensor_name, |
| ETensorType | type, | ||
| std::vector< std::size_t > | shape ) |
Definition at line 292 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::AddOperator | ( | std::unique_ptr< ROperator > | op, |
| int | order_execution = -1 ) |
Definition at line 178 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::AddOutputTensorNameList | ( | std::vector< std::string > | output_tensor_names | ) |
Definition at line 327 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::AddShapeParam | ( | const std::string & | name, |
| size_t | def_value = 0 ) |
Definition at line 319 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::AddShapeTensor | ( | const std::string & | name, |
| const std::vector< Dim > & | shapeValues, | ||
| bool | scalar = false ) |
Definition at line 225 of file RModel.cxx.
| std::string TMVA::Experimental::SOFIE::RModel::AllocateIntermediateMemory | ( | std::span< const std::string_view > | op_output_tensors | ) |
Definition at line 367 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::CheckAndFlushIntermediateMemory | ( | std::span< const std::string_view > | op_output_tensors, |
| const size_t & | op_idx ) |
Definition at line 472 of file RModel.cxx.
| bool TMVA::Experimental::SOFIE::RModel::CheckIfTensorAlreadyExist | ( | std::string | tensor_name | ) |
Definition at line 144 of file RModel.cxx.
| TMVA::Experimental::SOFIE::RModel::ClassDefNV | ( | RModel | , |
| 3 | ) |
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Collects all identifiers starting with "tensor_" in the input code, provided that the occurrence is not immediately preceded by a character that is valid in a C++ identifier.
Excludes input and output tensor names. Returns a deduplicated std::vector<std::string>.
Definition at line 967 of file RModel.cxx.
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Definition at line 155 of file RModel.hxx.
| void TMVA::Experimental::SOFIE::RModel::Generate | ( | std::underlying_type_t< Options > | options, |
| int | batchSize = -1, | ||
| long | pos = 0, | ||
| bool | verbose = false ) |
Definition at line 1400 of file RModel.cxx.
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Definition at line 869 of file RModel.cxx.
Definition at line 1025 of file RModel.cxx.
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Definition at line 754 of file RModel.cxx.
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Definition at line 790 of file RModel.cxx.
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Definition at line 801 of file RModel.cxx.
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Definition at line 858 of file RModel.cxx.
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Definition at line 1080 of file RModel.cxx.
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Definition at line 1186 of file RModel.cxx.
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Definition at line 170 of file RModel.hxx.
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Definition at line 204 of file RModel.hxx.
| std::vector< Dim > TMVA::Experimental::SOFIE::RModel::GetDimTensorShape | ( | const std::string & | name | ) | const |
Definition at line 87 of file RModel.cxx.
| std::vector< Dim > TMVA::Experimental::SOFIE::RModel::GetDynamicTensorShape | ( | const std::string & | name | ) | const |
Definition at line 98 of file RModel.cxx.
| std::shared_ptr< void > TMVA::Experimental::SOFIE::RModel::GetInitializedTensorData | ( | std::string | tensor_name | ) |
Definition at line 350 of file RModel.cxx.
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Definition at line 202 of file RModel.hxx.
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Definition at line 176 of file RModel.hxx.
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Definition at line 174 of file RModel.hxx.
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Definition at line 203 of file RModel.hxx.
| const std::vector< Dim > & TMVA::Experimental::SOFIE::RModel::GetShapeTensorValues | ( | const std::string & | tensor_name | ) | const |
Definition at line 251 of file RModel.cxx.
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Definition at line 248 of file RModel.hxx.
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Definition at line 248 of file RModel.hxx.
| std::vector< size_t > TMVA::Experimental::SOFIE::RModel::GetTensorShape | ( | const std::string & | name | ) | const |
Definition at line 51 of file RModel.cxx.
| ETensorType TMVA::Experimental::SOFIE::RModel::GetTensorType | ( | std::string | name | ) | const |
Definition at line 112 of file RModel.cxx.
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Definition at line 172 of file RModel.hxx.
| void TMVA::Experimental::SOFIE::RModel::HeadInitializedTensors | ( | std::string | name, |
| int | n_print = 50 ) |
Definition at line 1758 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::Initialize | ( | const std::map< std::string, size_t > & | inputParams, |
| bool | verbose = false ) |
Definition at line 561 of file RModel.cxx.
Definition at line 551 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::InitializeSubGraph | ( | std::shared_ptr< RModel > | graph | ) |
Definition at line 686 of file RModel.cxx.
check if a tensor is a alias tensor
Definition at line 247 of file RModel.cxx.
Definition at line 260 of file RModel.cxx.
Definition at line 274 of file RModel.cxx.
Definition at line 269 of file RModel.cxx.
Definition at line 256 of file RModel.cxx.
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Check if a given parameter is used for the shape of an input tensor.
Definition at line 949 of file RModel.cxx.
Definition at line 278 of file RModel.cxx.
check if a tensor is a shape tensor
Definition at line 243 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::OutputGenerated | ( | std::string | filename = "", |
| bool | append = false ) |
Definition at line 1794 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::PrintDynamicTensors | ( | ) | const |
Definition at line 1729 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::PrintInitializedTensors | ( | ) | const |
Definition at line 1696 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::PrintIntermediateTensors | ( | ) | const |
Definition at line 1714 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::PrintOutputTensors | ( | ) | const |
Definition at line 1744 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::PrintRequiredInputTensors | ( | ) | const |
Definition at line 1666 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::PrintSummary | ( | ) | const |
Definition at line 1651 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::ReadInitializedTensorsFromFile | ( | long | pos | ) |
Definition at line 1465 of file RModel.cxx.
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Definition at line 213 of file RModel.hxx.
| void TMVA::Experimental::SOFIE::RModel::SetNotWritableInitializedTensor | ( | const std::string & | tensor_name | ) |
Definition at line 359 of file RModel.cxx.
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Definition at line 167 of file RModel.hxx.
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Definition at line 235 of file RModel.hxx.
| void TMVA::Experimental::SOFIE::RModel::UpdateInitializedTensor | ( | std::string | tensor_name, |
| ETensorType | type, | ||
| std::vector< std::size_t > | shape, | ||
| std::shared_ptr< void > | data ) |
Definition at line 341 of file RModel.cxx.
| void TMVA::Experimental::SOFIE::RModel::UpdateOutputTensorList | ( | std::vector< std::string > | curr_output_tensor, |
| std::vector< std::string > | modify_output_tensor ) |
Definition at line 334 of file RModel.cxx.
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Definition at line 233 of file RModel.hxx.
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Definition at line 238 of file RModel.hxx.
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Definition at line 59 of file RModel.hxx.
| long TMVA::Experimental::SOFIE::RModel::WriteInitializedTensorsToFile | ( | std::string | filename = "" | ) |
Definition at line 1539 of file RModel.cxx.
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Definition at line 34 of file RModel.hxx.
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Definition at line 19 of file RModel.hxx.
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Definition at line 21 of file RModel.hxx.
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Definition at line 35 of file RModel.hxx.
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Definition at line 31 of file RModel.hxx.
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Definition at line 29 of file RModel.hxx.
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Definition at line 27 of file RModel.hxx.
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Definition at line 37 of file RModel.hxx.
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! intermediate memory info (transient)
Definition at line 45 of file RModel.hxx.
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! lookup table for intermediate tensor frequency (transient)
Definition at line 46 of file RModel.hxx.
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Definition at line 30 of file RModel.hxx.
Definition at line 15 of file RModel.hxx.
Definition at line 16 of file RModel.hxx.
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Definition at line 39 of file RModel.hxx.
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Definition at line 25 of file RModel.hxx.
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Definition at line 23 of file RModel.hxx.
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Definition at line 36 of file RModel.hxx.
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Definition at line 42 of file RModel.hxx.
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Definition at line 20 of file RModel.hxx.
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Definition at line 28 of file RModel.hxx.
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Definition at line 33 of file RModel.hxx.
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Definition at line 32 of file RModel.hxx.
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! sub-graph models (transient)
Definition at line 41 of file RModel.hxx.
Definition at line 17 of file RModel.hxx.
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Definition at line 18 of file RModel.hxx.
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Definition at line 22 of file RModel.hxx.