DefinitionsAI.h

#pragma once
 
#ifdef _M_X64
 
#include <stdint.h>
#include <stddef.h>
 
#define DeclareGetSignletonObject(x) static x<T>* GetSingletonObject() { static x<T> object; CComputationalGraphUtilities<T>::RegisterComputationalBaseObjects(&object); return &object; }
 
namespace FLImaging
{
    namespace ImageProcessing
    {
        class CXorshiroRandomGenerator;
    }
 
    namespace AI
    {
        enum ENodeType
        {
            ENodeType_Base = 0,
            ENodeType_ComputationalGraph,
            ENodeType_Tensor,
        };
 
        enum EDataType
        {
            EDataType_None = 0,
            EDataType_Float,
            EDataType_Double,
        };
 
        enum EValueAttribute
        {
            EValueAttribute_None = 0,
            EValueAttribute_Constant,
            EValueAttribute_Variable,
            EValueAttribute_Input,
        };
 
        enum ENodeOperator
        {
            ENodeOperator_None = 0,
 
            ENodeOperator_Placeholder,
            ENodeOperator_Augmentation,
 
            ENodeOperator_Add,
            ENodeOperator_Subtract,
            ENodeOperator_Multiply,
            ENodeOperator_MatMul,
            ENodeOperator_Dot,
            ENodeOperator_Divide,
            ENodeOperator_Affine,
            ENodeOperator_Pow,
 
            ENodeOperator_Conv2D,
            ENodeOperator_AvgPool2D,
            ENodeOperator_MaxPool2D,
            ENodeOperator_MinPool2D,
            ENodeOperator_TransConv2D,
            ENodeOperator_AtrousConv2D,
            ENodeOperator_TransAtrousConv2D,
            ENodeOperator_BatchNorm1D,
            ENodeOperator_BatchNorm2D,
 
            ENodeOperator_Sqrt,
            ENodeOperator_Square,
 
            ENodeOperator_Log,
            ENodeOperator_Exp,
            ENodeOperator_Tanh,
            ENodeOperator_GELU,
            ENodeOperator_Sigmoid,
            ENodeOperator_SiLU,
            ENodeOperator_ReLU,
            ENodeOperator_LeakyReLU,
            ENodeOperator_Softmax,
            ENodeOperator_LogSoftmax,
            ENodeOperator_SoftmaxWithCrossEntropy,
            ENodeOperator_Softsign,
            ENodeOperator_SELU,
            ENodeOperator_CELU,
            ENodeOperator_ELU,
 
            ENodeOperator_Transpose,
            ENodeOperator_Flatten,
            ENodeOperator_Upsample,
 
            ENodeOperator_ReduceSum,
            ENodeOperator_ReduceMean,
            ENodeOperator_ReduceMin,
            ENodeOperator_ReduceMax,
            ENodeOperator_ReduceVar,
            ENodeOperator_ReduceStdev,
 
            ENodeOperator_Dropout,
            ENodeOperator_Linear,
            ENodeOperator_Softplus,
            ENodeOperator_Mish,
            ENodeOperator_MaxOut,
 
            ENodeOperator_Route,
            ENodeOperator_Shortcut,
            ENodeOperator_ObjectDetection,
            ENodeOperator_ObjectDetectionProcessor,
            ENodeOperator_Label,
            ENodeOperator_Crop,
 
            ENodeOperator_Maximum,
            ENodeOperator_Minimum,
 
            ENodeOperator_CustomObjectDetectionConvWithBatchNorm2D,
            ENodeOperator_Concatenate,
            ENodeOperator_ArgMax,
            ENodeOperator_ArgMin,
            ENodeOperator_BinCount,
            ENodeOperator_Reshape,
            ENodeOperator_Split2D,
            ENodeOperator_Absolute,
            ENodeOperator_CorrelationCoefficient,
 
            ENodeOperator_Close2D,
            ENodeOperator_Open2D,
            ENodeOperator_Dilate2D,
            ENodeOperator_Erode2D,
            
            ENodeOperator_Ceil,
            ENodeOperator_Floor,
            ENodeOperator_Clip,
            ENodeOperator_ArgSort,
            ENodeOperator_LinSpace,
            ENodeOperator_Product,
            ENodeOperator_Diff,
            ENodeOperator_Where,
            ENodeOperator_RegionProposalNetwork,
            ENodeOperator_MaskRCNNHead,
            ENodeOperator_Sort,
            ENodeOperator_TopK,
            ENodeOperator_Random,
            ENodeOperator_Gather,
            ENodeOperator_SmoothL1Loss,
            ENodeOperator_Log1p,
            ENodeOperator_BCEWithLogistLoss,
            ENodeOperator_ArcCos,
            ENodeOperator_ArcTan2,
            ENodeOperator_Sin,
            ENodeOperator_Cos,
            ENodeOperator_Degrees,
            ENodeOperator_LayerNorm,
            ENodeOperator_MultiScaleRoIAlign,
            ENodeOperator_Threshold,
            ENodeOperator_MaskRCNNIntermediate,
            ENodeOperator_MaskRCNN,
            ENodeOperator_GroupNorm,
            ENodeOperator_Norm,
            ENodeOperator_ConditionalConcatenate,
            ENodeOperator_BCELoss,
            ENodeOperator_CustomAnomalyDetectionMinMaxDiff,
            ENodeOperator_PixelShuffle,
            ENodeOperator_CustomAnomalyDetectionPool2D,
            ENodeOperator_MedianPool2D,
            ENodeOperator_RNN,
            ENodeOperator_LSTM,
            ENodeOperator_CTCLoss,
            ENodeOperator_SSIM,
            ENodeOperator_ObjectDetectionProcessorRFLNet,
            ENodeOperator_CustomSuperResolutionUpsample,
            ENodeOperator_Log10,
            ENodeOperator_MSELoss,
            ENodeOperator_CustomAnomalyDetectionMinMaxDiffInference,
            ENodeOperator_PixelUnshuffle,
            ENodeOperator_RReLU,
            ENodeOperator_LabelForOCR,
            ENodeOperator_ObjectDetectionProcessorRFLNetWithAngle,
            ENodeOperator_AngleLoss,
            ENodeOperator_Unfold,
            ENodeOperator_Fold,
            ENodeOperator_Chunk,
            ENodeOperator_GramMatrix,
            ENodeOperator_CustomAnomalyDetectionGradient,
            ENodeOperator_AdaptiveAvgPool2D,
        };
 
        enum EActivationFunction
        {
            EActivationFunction_Sigmoid = 0,
            EActivationFunction_Tanh,
            EActivationFunction_ReLU,
            EActivationFunction_ELU,
            EActivationFunction_SiLU
        };
 
        enum EPooling
        {
            EPooling_Max = 0,
            EPooling_Avg
        };
 
        enum ESoftmaxAlgorithm
        {
            ESoftmaxAlgorithm_Normal = 0,
            ESoftmaxAlgorithm_Log
        };
 
        enum EResizeMethod
        {
            EResizeMethod_ScaleAllAxises = 0,
            EResizeMethod_ScaleMaxAxis,
            EResizeMethod_ScaleMinAxis,
            EResizeMethod_CropCenter,
            EResizeMethod_CropLeftTop,
        };
 
        enum ELabelMethod
        {
            ELabelMethod_Segmentation = 0,
            ELabelMethod_Classifier,
            ELabelMethod_AnomalyDetection,
            ELabelMethod_SuperResolution,
            ELabelMethod_StringBasedOCR,
            ELabelMethod_GAN,
        };
 
        enum EIoU
        {
            EIoU_IoU = 0,
            EIoU_GIoU,
            EIoU_MSE,
            EIoU_DIoU,
            EIoU_CIoU,
        };
 
        enum ENonMaximumSuppressionType
        {
            ENonMaximumSuppressionType_None = 0,
            ENonMaximumSuppressionType_Greedy,
            ENonMaximumSuppressionType_DIoU,
            ENonMaximumSuppressionType_Corners,
        };
 
        enum EInternalOptimizerType
        {
            EInternalOptimizerType_GradientDescent = 0,
            EInternalOptimizerType_StochasticGradientDescent,
            EInternalOptimizerType_MomentumGradientDescent,
            EInternalOptimizerType_AdaGradientDescent,
            EInternalOptimizerType_RMSPropGradientDescent,
            EInternalOptimizerType_AdamGradientDescent,
            EInternalOptimizerType_AdaBeliefGradientDescent,
        };
 
        enum ELearningRateSchedulerMode
        {
            ELearningRateSchedulerMode_Epoch = 0,
            ELearningRateSchedulerMode_Iteration,
        };
 
        enum ENormOrder
        {
            ENormOrder_Frobenius = 0,
            ENormOrder_Nuclear,
            ENormOrder_Infinite,
            ENormOrder_MinusInfinite,
        };
 
        enum EReductionType : int32_t
        {
            EReductionType_Mean = 0,
            EReductionType_Sum,
            EReductionType_None,
        };
        enum EUniqueResultSettings
        {
            EUniqueResultSettings_None = 0x0,
            EUniqueResultSettings_Index = 0x1,
            EUniqueResultSettings_Inverse = 0x2,
            EUniqueResultSettings_Counts = 0x4,
            EUniqueResultSettings_Index_Inverse = EUniqueResultSettings_Index | EUniqueResultSettings_Inverse,
            EUniqueResultSettings_Index_Counts = EUniqueResultSettings_Index | EUniqueResultSettings_Counts,
            EUniqueResultSettings_Inverse_Counts = EUniqueResultSettings_Inverse | EUniqueResultSettings_Counts,
            EUniqueResultSettings_Index_Inverse_Counts = EUniqueResultSettings_Index_Inverse | EUniqueResultSettings_Counts,
        };
 
        enum ENonlinearlity
        {
            ENonlinearlity_Tanh = 0,
            ENonlinearlity_Relu,
        };
 
        enum EAlignMode
        {
            EAlignMode_Left = 0,
            EAlignMode_Center,
            EAlignMode_Right,
        };

        enum EBlankColorMethod
        {

            EBlankColorMethod_ZeroPadding = 0,

            EBlankColorMethod_InpaintingFMM,
        };
 
        const int32_t g_i32MinimumChunkSizeOfMultiThreading = 1024;
    }
}
 
#endif