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Deci-AI:master
deci-ai:feature/SG-000_clean_start_prints
class Losses: """Static class holding all the supported loss names""" "" CROSS_ENTROPY = "cross_entropy" MSE = "mse" R_SQUARED_LOSS = "r_squared_loss" SHELFNET_OHEM_LOSS = "shelfnet_ohem_loss" SHELFNET_SE_LOSS = "shelfnet_se_loss" YOLOX_LOSS = "yolox_loss" YOLOX_FAST_LOSS = "yolox_fast_loss" SSD_LOSS = "ssd_loss" STDC_LOSS = "stdc_loss" BCE_DICE_LOSS = "bce_dice_loss" KD_LOSS = "kd_loss" DICE_CE_EDGE_LOSS = "dice_ce_edge_loss" class Metrics: """Static class holding all the supported metric names""" "" ACCURACY = "Accuracy" TOP5 = "Top5" DETECTION_METRICS = "DetectionMetrics" DETECTION_METRICS_050_095 = "DetectionMetrics_050_095" DETECTION_METRICS_050 = "DetectionMetrics_050" DETECTION_METRICS_075 = "DetectionMetrics_075" IOU = "IoU" BINARY_IOU = "BinaryIOU" DICE = "Dice" BINARY_DICE = "BinaryDice" PIXEL_ACCURACY = "PixelAccuracy" class Transforms: """Static class holding all the supported transform names""" "" # From SG SegRandomFlip = "SegRandomFlip" SegResize = "SegResize" SegRescale = "SegRescale" SegRandomRescale = "SegRandomRescale" SegRandomRotate = "SegRandomRotate" SegCropImageAndMask = "SegCropImageAndMask" SegRandomGaussianBlur = "SegRandomGaussianBlur" SegPadShortToCropSize = "SegPadShortToCropSize" SegColorJitter = "SegColorJitter" DetectionMosaic = "DetectionMosaic" DetectionRandomAffine = "DetectionRandomAffine" DetectionMixup = "DetectionMixup" DetectionHSV = "DetectionHSV" DetectionHorizontalFlip = "DetectionHorizontalFlip" DetectionPaddedRescale = "DetectionPaddedRescale" DetectionTargetsFormat = "DetectionTargetsFormat" DetectionTargetsFormatTransform = "DetectionTargetsFormatTransform" RandomResizedCropAndInterpolation = "RandomResizedCropAndInterpolation" RandAugmentTransform = "RandAugmentTransform" Lighting = "Lighting" RandomErase = "RandomErase" # From torch Compose = "Compose" ToTensor = "ToTensor" PILToTensor = "PILToTensor" ConvertImageDtype = "ConvertImageDtype" ToPILImage = "ToPILImage" Normalize = "Normalize" Resize = "Resize" CenterCrop = "CenterCrop" Pad = "Pad" Lambda = "Lambda" RandomApply = "RandomApply" RandomChoice = "RandomChoice" RandomOrder = "RandomOrder" RandomCrop = "RandomCrop" RandomHorizontalFlip = "RandomHorizontalFlip" RandomVerticalFlip = "RandomVerticalFlip" RandomResizedCrop = "RandomResizedCrop" FiveCrop = "FiveCrop" TenCrop = "TenCrop" LinearTransformation = "LinearTransformation" ColorJitter = "ColorJitter" RandomRotation = "RandomRotation" RandomAffine = "RandomAffine" Grayscale = "Grayscale" RandomGrayscale = "RandomGrayscale" RandomPerspective = "RandomPerspective" RandomErasing = "RandomErasing" GaussianBlur = "GaussianBlur" InterpolationMode = "InterpolationMode" RandomInvert = "RandomInvert" RandomPosterize = "RandomPosterize" RandomSolarize = "RandomSolarize" RandomAdjustSharpness = "RandomAdjustSharpness" RandomAutocontrast = "RandomAutocontrast" RandomEqualize = "RandomEqualize" class Optimizers: """Static class holding all the supported optimizer names""" "" SGD = "SGD" ADAM = "Adam" RMS_PROP = "RMSprop" RMS_PROP_TF = "RMSpropTF" LAMB = "Lamb" class Callbacks: """Static class holding all the supported callback names""" "" DECI_LAB_UPLOAD = "DeciLabUploadCallback" LR_CALLBACK_BASE = "LRCallbackBase" LR_SCHEDULER = "LRSchedulerCallback" METRICS_UPDATE = "MetricsUpdateCallback" MODEL_CONVERSION_CHECK = "ModelConversionCheckCallback" EARLY_STOP = "EarlyStop" DETECTION_MULTISCALE_PREPREDICTION = "DetectionMultiscalePrePredictionCallback" YOLOX_TRAINING_STAGE_SWITCH = "YoloXTrainingStageSwitchCallback" class LRSchedulers: """Static class to hold all the supported LR Scheduler names""" "" STEP = "step" POLY = "poly" COSINE = "cosine" EXP = "exp" FUNCTION = "function" class LRWarmups: """Static class to hold all the supported LR Warmup names""" "" LINEAR_STEP = "linear_step" class Samplers: """Static class to hold all the supported Samplers names""" "" INFINITE = "InfiniteSampler" REPEAT_AUG = "RepeatAugSampler" DISTRIBUTED = "DistributedSampler" class ContextModules: """Static class to hold all the segmentation context module names""" "" ASPP = "ASPP" SPPM = "SPPM" class Models: """Static class to hold all the available model names""" "" RESNET18 = "resnet18" RESNET34 = "resnet34" RESNET50_3343 = "resnet50_3343" RESNET50 = "resnet50" RESNET101 = "resnet101" RESNET152 = "resnet152" RESNET18_CIFAR = "resnet18_cifar" CUSTOM_RESNET = "custom_resnet" CUSTOM_RESNET50 = "custom_resnet50" CUSTOM_RESNET_CIFAR = "custom_resnet_cifar" CUSTOM_RESNET50_CIFAR = "custom_resnet50_cifar" MOBILENET_V2 = "mobilenet_v2" MOBILE_NET_V2_135 = "mobile_net_v2_135" CUSTOM_MOBILENET_V2 = "custom_mobilenet_v2" MOBILENET_V3_LARGE = "mobilenet_v3_large" MOBILENET_V3_SMALL = "mobilenet_v3_small" MOBILENET_V3_CUSTOM = "mobilenet_v3_custom" CUSTOM_DENSENET = "custom_densenet" DENSENET121 = "densenet121" DENSENET161 = "densenet161" DENSENET169 = "densenet169" DENSENET201 = "densenet201" SHELFNET18_LW = "shelfnet18_lw" SHELFNET34_LW = "shelfnet34_lw" SHELFNET50_3343 = "shelfnet50_3343" SHELFNET50 = "shelfnet50" SHELFNET101 = "shelfnet101" SHUFFLENET_V2_X0_5 = "shufflenet_v2_x0_5" SHUFFLENET_V2_X1_0 = "shufflenet_v2_x1_0" SHUFFLENET_V2_X1_5 = "shufflenet_v2_x1_5" SHUFFLENET_V2_X2_0 = "shufflenet_v2_x2_0" SHUFFLENET_V2_CUSTOM5 = "shufflenet_v2_custom5" DARKNET53 = "darknet53" CSP_DARKNET53 = "csp_darknet53" RESNEXT50 = "resnext50" RESNEXT101 = "resnext101" GOOGLENET_V1 = "googlenet_v1" EFFICIENTNET_B0 = "efficientnet_b0" EFFICIENTNET_B1 = "efficientnet_b1" EFFICIENTNET_B2 = "efficientnet_b2" EFFICIENTNET_B3 = "efficientnet_b3" EFFICIENTNET_B4 = "efficientnet_b4" EFFICIENTNET_B5 = "efficientnet_b5" EFFICIENTNET_B6 = "efficientnet_b6" EFFICIENTNET_B7 = "efficientnet_b7" EFFICIENTNET_B8 = "efficientnet_b8" EFFICIENTNET_L2 = "efficientnet_l2" CUSTOMIZEDEFFICIENTNET = "CustomizedEfficientnet" REGNETY200 = "regnetY200" REGNETY400 = "regnetY400" REGNETY600 = "regnetY600" REGNETY800 = "regnetY800" CUSTOM_REGNET = "custom_regnet" CUSTOM_ANYNET = "custom_anynet" NAS_REGNET = "nas_regnet" YOLOX_N = "yolox_n" YOLOX_T = "yolox_t" YOLOX_S = "yolox_s" YOLOX_M = "yolox_m" YOLOX_L = "yolox_l" YOLOX_X = "yolox_x" CUSTOM_YOLO_X = "custom_yolox" SSD_MOBILENET_V1 = "ssd_mobilenet_v1" SSD_LITE_MOBILENET_V2 = "ssd_lite_mobilenet_v2" REPVGG_A0 = "repvgg_a0" REPVGG_A1 = "repvgg_a1" REPVGG_A2 = "repvgg_a2" REPVGG_B0 = "repvgg_b0" REPVGG_B1 = "repvgg_b1" REPVGG_B2 = "repvgg_b2" REPVGG_B3 = "repvgg_b3" REPVGG_D2SE = "repvgg_d2se" REPVGG_CUSTOM = "repvgg_custom" DDRNET_23 = "ddrnet_23" DDRNET_23_SLIM = "ddrnet_23_slim" CUSTOM_DDRNET_23 = "custom_ddrnet_23" STDC1_CLASSIFICATION = "stdc1_classification" STDC2_CLASSIFICATION = "stdc2_classification" STDC1_SEG = "stdc1_seg" STDC1_SEG50 = "stdc1_seg50" STDC1_SEG75 = "stdc1_seg75" STDC2_SEG = "stdc2_seg" STDC2_SEG50 = "stdc2_seg50" STDC2_SEG75 = "stdc2_seg75" CUSTOM_STDC = "custom_stdc" REGSEG48 = "regseg48" KD_MODULE = "kd_module" VIT_BASE = "vit_base" VIT_LARGE = "vit_large" VIT_HUGE = "vit_huge" BEIT_BASE_PATCH16_224 = "beit_base_patch16_224" BEIT_LARGE_PATCH16_224 = "beit_large_patch16_224" PP_LITE_T_SEG = "pp_lite_t_seg" PP_LITE_T_SEG50 = "pp_lite_t_seg50" PP_LITE_T_SEG75 = "pp_lite_t_seg75" PP_LITE_B_SEG = "pp_lite_b_seg" PP_LITE_B_SEG50 = "pp_lite_b_seg50" PP_LITE_B_SEG75 = "pp_lite_b_seg75" UNET_CUSTOM = "unet_custom"
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