Skip to content

Object names

Callbacks

Static class holding all the supported callback names

Source code in src/super_gradients/common/object_names.py
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
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"
    PPYOLOE_TRAINING_STAGE_SWITCH = "PPYoloETrainingStageSwitchCallback"
    DETECTION_VISUALIZATION_CALLBACK = "DetectionVisualizationCallback"
    DEKR_VISUALIZATION = "DEKRVisualizationCallback"
    ROBOFLOW_RESULT_CALLBACK = "RoboflowResultCallback"
    TIMER = "TimerCallback"
    SLIDING_WINDOW_VALIDATION = "SlidingWindowValidationCallback"

ContextModules

Static class to hold all the segmentation context module names

Source code in src/super_gradients/common/object_names.py
204
205
206
207
208
class ContextModules:
    """Static class to hold all the segmentation context module names"""

    ASPP = "ASPP"
    SPPM = "SPPM"

LRSchedulers

Static class to hold all the supported LR Scheduler names

Source code in src/super_gradients/common/object_names.py
174
175
176
177
178
179
180
181
class LRSchedulers:
    """Static class to hold all the supported LR Scheduler names"""

    STEP = "StepLRScheduler"
    POLY = "PolyLRScheduler"
    COSINE = "CosineLRScheduler"
    EXP = "ExponentialLRScheduler"
    FUNCTION = "FunctionLRScheduler"

LRWarmups

Static class to hold all the supported LR Warmup names

Source code in src/super_gradients/common/object_names.py
184
185
186
187
188
189
class LRWarmups:
    """Static class to hold all the supported LR Warmup names"""

    LINEAR_STEP = "LinearEpochLRWarmup"
    LINEAR_EPOCH_STEP = "LinearEpochLRWarmup"
    LINEAR_BATCH_STEP = "LinearBatchLRWarmup"

Losses

Static class holding all the supported loss names

Source code in src/super_gradients/common/object_names.py
 1
 2
 3
 4
 5
 6
 7
 8
 9
10
11
12
13
14
15
16
17
18
19
class Losses:
    """Static class holding all the supported loss names"""

    CROSS_ENTROPY = "CrossEntropyLoss"
    MSE = "MSE"
    R_SQUARED_LOSS = "RSquaredLoss"
    SHELFNET_OHEM_LOSS = "ShelfNetOHEMLoss"
    SHELFNET_SE_LOSS = "ShelfNetSemanticEncodingLoss"
    YOLOX_LOSS = "YoloXDetectionLoss"
    PPYOLOE_LOSS = "PPYoloELoss"
    YOLOX_FAST_LOSS = "YoloXFastDetectionLoss"
    SSD_LOSS = "SSDLoss"
    STDC_LOSS = "STDCLoss"
    BCE_DICE_LOSS = "BCEDiceLoss"
    KD_LOSS = "KDLogitsLoss"
    DICE_CE_EDGE_LOSS = "DiceCEEdgeLoss"
    DEKR_LOSS = "DEKRLoss"
    RESCORING_LOSS = "RescoringLoss"
    YOLONAS_POSE_LOSS = "YoloNASPoseLoss"

Metrics

Static class holding all the supported metric names

Source code in src/super_gradients/common/object_names.py
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
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"
    POSE_ESTIMATION_METRICS = "PoseEstimationMetrics"
    DETECTION_METRICS_DISTANCE_BASED = "DetectionMetricsDistanceBased"
    DELTAMETRIC = "DeltaMetric"
    DELTA1 = "Delta1"
    DELTA2 = "Delta2"
    DELTA3 = "Delta3"
    DepthMAE = "DepthMAE"
    DepthMAPE = "DepthMAPE"
    DepthMSE = "DepthMSE"
    DepthRMSE = "DepthRMSE"
    DepthMSLE = "DepthMSLE"

Models

Static class to hold all the available model names

Source code in src/super_gradients/common/object_names.py
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
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"
    DDRNET_39 = "ddrnet_39"
    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"
    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"
    UNET_CUSTOM_CLS = "unet_custom_cls"
    UNET = "unet"
    STDC_CUSTOM = "stdc_custom"
    STDC_CUSTOM_CLS = "stdc_custom_cls"
    PP_YOLOE_S = "ppyoloe_s"
    PP_YOLOE_M = "ppyoloe_m"
    PP_YOLOE_L = "ppyoloe_l"
    PP_YOLOE_X = "ppyoloe_x"
    SEGFORMER_B0 = "segformer_b0"
    SEGFORMER_B1 = "segformer_b1"
    SEGFORMER_B2 = "segformer_b2"
    SEGFORMER_B3 = "segformer_b3"
    SEGFORMER_B4 = "segformer_b4"
    SEGFORMER_B5 = "segformer_b5"

    DEKR_CUSTOM = "dekr_custom"
    DEKR_W32_NO_DC = "dekr_w32_no_dc"
    YOLO_NAS_S = "yolo_nas_s"
    YOLO_NAS_M = "yolo_nas_m"
    YOLO_NAS_L = "yolo_nas_l"
    POSE_RESCORING = "pose_rescoring_custom"
    POSE_RESCORING_COCO = "pose_rescoring_coco"

    YOLO_NAS_POSE_N = "yolo_nas_pose_n"
    YOLO_NAS_POSE_S = "yolo_nas_pose_s"
    YOLO_NAS_POSE_M = "yolo_nas_pose_m"
    YOLO_NAS_POSE_L = "yolo_nas_pose_l"

Optimizers

Static class holding all the supported optimizer names

Source code in src/super_gradients/common/object_names.py
143
144
145
146
147
148
149
150
151
152
class Optimizers:
    """Static class holding all the supported optimizer names"""

    SGD = "SGD"
    ADAM = "Adam"
    ADAMW = "AdamW"
    RMS_PROP = "RMSprop"
    RMS_PROP_TF = "RMSpropTF"
    LAMB = "Lamb"
    LION = "Lion"

Samplers

Static class to hold all the supported Samplers names

Source code in src/super_gradients/common/object_names.py
192
193
194
195
196
197
198
199
200
201
class Samplers:
    """Static class to hold all the supported Samplers names"""

    REPEAT_AUG = "RepeatAugSampler"
    DISTRIBUTED = "DistributedSampler"
    SEQUENTIAL = "SequentialSampler"
    SUBSET_RANDOM = "SubsetRandomSampler"
    RANDOM = "RandomSampler"
    WEIGHTED_RANDOM = "WeightedRandomSampler"
    CLASS_BALANCED = "ClassBalancedSampler"

Transforms

Static class holding all the supported transform names

Source code in src/super_gradients/common/object_names.py
 49
 50
 51
 52
 53
 54
 55
 56
 57
 58
 59
 60
 61
 62
 63
 64
 65
 66
 67
 68
 69
 70
 71
 72
 73
 74
 75
 76
 77
 78
 79
 80
 81
 82
 83
 84
 85
 86
 87
 88
 89
 90
 91
 92
 93
 94
 95
 96
 97
 98
 99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
class Transforms:
    """Static class holding all the supported transform names"""

    # From SG
    SegNormalize = "SegNormalize"
    SegStandardize = "SegStandardize"
    SegToTensor = "SegToTensor"
    SegConvertToTensor = "SegConvertToTensor"
    SegRandomFlip = "SegRandomFlip"
    SegResize = "SegResize"
    SegRescale = "SegRescale"
    SegRandomRescale = "SegRandomRescale"
    SegRandomRotate = "SegRandomRotate"
    SegCropImageAndMask = "SegCropImageAndMask"
    SegRandomGaussianBlur = "SegRandomGaussianBlur"
    SegPadShortToCropSize = "SegPadShortToCropSize"
    SegPadToDivisible = "SegPadToDivisible"
    SegColorJitter = "SegColorJitter"
    # Detection transforms
    DetectionStandardize = "DetectionStandardize"
    DetectionMosaic = "DetectionMosaic"
    DetectionRandomAffine = "DetectionRandomAffine"
    DetectionMixup = "DetectionMixup"
    DetectionHSV = "DetectionHSV"
    DetectionRGB2BGR = "DetectionRGB2BGR"
    DetectionRandomRotate90 = "DetectionRandomRotate90"
    DetectionHorizontalFlip = "DetectionHorizontalFlip"
    DetectionVerticalFlip = "DetectionVerticalFlip"
    DetectionRescale = "DetectionRescale"
    DetectionPadToSize = "DetectionPadToSize"
    DetectionImagePermute = "DetectionImagePermute"
    DetectionPaddedRescale = "DetectionPaddedRescale"
    DetectionTargetsFormatTransform = "DetectionTargetsFormatTransform"
    DetectionNormalize = "DetectionNormalize"
    DetectionPadIfNeeded = "DetectionPadIfNeeded"
    DetectionLongestMaxSize = "DetectionLongestMaxSize"
    #
    RandomResizedCropAndInterpolation = "RandomResizedCropAndInterpolation"
    RandAugmentTransform = "RandAugmentTransform"
    Lighting = "Lighting"
    RandomErase = "RandomErase"
    Standardize = "Standardize"

    # 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"

    # Keypoints
    KeypointsRandomAffineTransform = "KeypointsRandomAffineTransform"
    KeypointsImageNormalize = "KeypointsImageNormalize"
    KeypointsImageStandardize = "KeypointsImageStandardize"
    KeypointsImageToTensor = "KeypointsImageToTensor"
    KeypointsPadIfNeeded = "KeypointsPadIfNeeded"
    KeypointsLongestMaxSize = "KeypointsLongestMaxSize"
    KeypointsRandomVerticalFlip = "KeypointsRandomVerticalFlip"
    KeypointsRandomHorizontalFlip = "KeypointsRandomHorizontalFlip"
    KeypointsRescale = "KeypointsRescale"
    KeypointsRandomRotate90 = "KeypointsRandomRotate90"
    KeypointsRemoveSmallObjects = "KeypointsRemoveSmallObjects"