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RARP / TrainKFolds_RARP2.bat
@delAguila delAguila 27 days ago 28 KB Final Commit.
@echo "Start Train K-Folds Full-size"

goto phace2

@echo "Train ResNet50_V1"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 6 --Log_Name "log_ResNet50_X8_mas8_V1" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 6 --Log_Name "log_ResNet50_X8_mas8_V1" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 6 --Log_Name "log_ResNet50_X8_mas8_V1" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 6 --Log_Name "log_ResNet50_X8_mas8_V1" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 6 --Log_Name "log_ResNet50_X8_mas8_V1" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8

@echo "Train ResNet50_V2"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 11 --Log_Name "log_ResNet50_X8_mas8_V2" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 11 --Log_Name "log_ResNet50_X8_mas8_V2" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 11 --Log_Name "log_ResNet50_X8_mas8_V2" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 11 --Log_Name "log_ResNet50_X8_mas8_V2" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 11 --Log_Name "log_ResNet50_X8_mas8_V2" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8

@echo "Train ResNet50_V3"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 12 --Log_Name "log_ResNet50_X8_mas8_V3" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 12 --Log_Name "log_ResNet50_X8_mas8_V3" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 12 --Log_Name "log_ResNet50_X8_mas8_V3" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 12 --Log_Name "log_ResNet50_X8_mas8_V3" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 12 --Log_Name "log_ResNet50_X8_mas8_V3" -roi 7 -tl 1 --Metadata "./DataSet_smallBalaced/data.xlsx" --ExtraNeurons 8
goto fin
@echo "Train ResNet50"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 9 --Log_Name "log_ResNet50_Deep_X8" -roi 7 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 9 --Log_Name "log_ResNet50_Deep_X8" -roi 7 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 9 --Log_Name "log_ResNet50_Deep_X8" -roi 7 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 9 --Log_Name "log_ResNet50_Deep_X8" -roi 7 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 9 --Log_Name "log_ResNet50_Deep_X8" -roi 7 -tl 1 

@echo "Train EfficientNetV2"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 10 --Log_Name "log_EfficientNetV2_Deep_X9" -roi 9 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 10 --Log_Name "log_EfficientNetV2_Deep_X9" -roi 9 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 10 --Log_Name "log_EfficientNetV2_Deep_X9" -roi 9 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 10 --Log_Name "log_EfficientNetV2_Deep_X9" -roi 9 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 10 --Log_Name "log_EfficientNetV2_Deep_X9" -roi 9 -tl 1 

@echo "Train ResNet50"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 0 --Log_Name "log_ResNet50_X10_Review" -roi 13 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 0 --Log_Name "log_ResNet50_X10_Review" -roi 13 -tl 1  
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 0 --Log_Name "log_ResNet50_X10_Review" -roi 13 -tl 1  
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 0 --Log_Name "log_ResNet50_X10_Review" -roi 13 -tl 1  
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 0 --Log_Name "log_ResNet50_X10_Review" -roi 13 -tl 1 
goto fin

@echo "Train ResNet50_Deep"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 9 --Log_Name "log_ResNet50_Deep_X10_R" -roi 14 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 9 --Log_Name "log_ResNet50_Deep_X10_R" -roi 14 -tl 1  
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 9 --Log_Name "log_ResNet50_Deep_X10_R" -roi 14 -tl 1  
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 9 --Log_Name "log_ResNet50_Deep_X10_R" -roi 14 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 9 --Log_Name "log_ResNet50_Deep_X10_R" -roi 14 -tl 1 

@echo "Train ResNet18"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 1 --Log_Name "log_restnet18_X10_1" -roi 12 -tl 1  
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 1 --Log_Name "log_restnet18_X10_1" -roi 12 -tl 1  
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 1 --Log_Name "log_restnet18_X10_1" -roi 12 -tl 1  
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 1 --Log_Name "log_restnet18_X10_1" -roi 12 -tl 1  
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 1 --Log_Name "log_restnet18_X10_1" -roi 12 -tl 1 
@echo "Train MobileNetV2"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 2 --Log_Name "log_MobileNetV2_X10_1" -roi 12 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 2 --Log_Name "log_MobileNetV2_X10_1" -roi 12 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 2 --Log_Name "log_MobileNetV2_X10_1" -roi 12 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 2 --Log_Name "log_MobileNetV2_X10_1" -roi 12 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 2 --Log_Name "log_MobileNetV2_X10_1" -roi 12 -tl 1 
@echo "Train EfficientNetV2"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 3 --Log_Name "log_EfficientNetV2_X10_1" -roi 12 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 3 --Log_Name "log_EfficientNetV2_X10_1" -roi 12 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 3 --Log_Name "log_EfficientNetV2_X10_1" -roi 12 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 3 --Log_Name "log_EfficientNetV2_X10_1" -roi 12 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 3 --Log_Name "log_EfficientNetV2_X10_1" -roi 12 -tl 1 

@echo "Train VAN"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 13 --Log_Name "log_VAN_X10" -roi 12 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 13 --Log_Name "log_VAN_X10" -roi 12 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 13 --Log_Name "log_VAN_X10" -roi 12 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 13 --Log_Name "log_VAN_X10" -roi 12 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 13 --Log_Name "log_VAN_X10" -roi 12 -tl 1
goto fin
@echo "Train DenseNet169"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 5 --Log_Name "log_DenseNet169_X9" -roi 12 -tl 1  
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 5 --Log_Name "log_DenseNet169_X9" -roi 12 -tl 1   
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 5 --Log_Name "log_DenseNet169_X9" -roi 12 -tl 1  
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 5 --Log_Name "log_DenseNet169_X9" -roi 12 -tl 1  
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 5 --Log_Name "log_DenseNet169_X9" -roi 12 -tl 1  

@echo "Train ResNet50+VAN"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 15  --Log_Name "log_ResNet50+VAN_X10" -roi 12 -tl 1
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 15  --Log_Name "log_ResNet50+VAN_X10" -roi 12 -tl 1
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 15  --Log_Name "log_ResNet50+VAN_X10" -roi 12 -tl 1
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 15  --Log_Name "log_ResNet50+VAN_X10" -roi 12 -tl 1
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 15  --Log_Name "log_ResNet50+VAN_X10" -roi 12 -tl 1


@echo "Train SSL ResNet50Deep (T-S)"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 16  --Log_Name "log_ResNet50DeepSSL_X10" -roi 12 -tl 1
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 16  --Log_Name "log_ResNet50DeepSSL_X10" -roi 12 -tl 1
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 16  --Log_Name "log_ResNet50DeepSSL_X10" -roi 12 -tl 1
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 16  --Log_Name "log_ResNet50DeepSSL_X10" -roi 12 -tl 1
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 16  --Log_Name "log_ResNet50DeepSSL_X10" -roi 12 -tl 1

@echo "Train SSL ResNet50Deep DINO ROI"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 17 --Log_Name "log_DINO_X11_label" -roi 12 -tl 1
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 17 --Log_Name "log_DINO_X11_label" -roi 12 -tl 1
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 17 --Log_Name "log_DINO_X11_label" -roi 12 -tl 1
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 17 --Log_Name "log_DINO_X11_label" -roi 12 -tl 1
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 17 --Log_Name "log_DINO_X11_label" -roi 12 -tl 1



@echo "Train ResNet50 MultiNVB"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 14 --Log_Name "log_X14_RN50" -roi 20 --Workers 5 -me 50
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 14 --Log_Name "log_X14_RN50" -roi 20 --Workers 5 -me 50
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 14 --Log_Name "log_X14_RN50" -roi 20 --Workers 5 -me 50
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 14 --Log_Name "log_X14_RN50" -roi 20 --Workers 5 -me 50
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 14 --Log_Name "log_X14_RN50" -roi 20 --Workers 5 -me 50

@echo "Train SSL VAN DINO Full-Size MultiNVB"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 20 --Log_Name "log_X14_van_DINO" -roi 20 -me 55 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 20 --Log_Name "log_X14_van_DINO" -roi 20 -me 55 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 20 --Log_Name "log_X14_van_DINO" -roi 20 -me 55 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 20 --Log_Name "log_X14_van_DINO" -roi 20 -me 55 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 20 --Log_Name "log_X14_van_DINO" -roi 20 -me 55 --Workers 5


@echo "Train SSL VAN DINO Full-Size"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 19 --Log_Name "log_X13_van" -roi 17 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 19 --Log_Name "log_X13_van" -roi 17 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 19 --Log_Name "log_X13_van" -roi 17 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 19 --Log_Name "log_X13_van" -roi 17 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 19 --Log_Name "log_X13_van" -roi 17 -tl 1 -me 100 --Workers 5

@echo "Train SSL VAN DINO Full-Size"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 20 --Log_Name "log_X13_van_DINO" -roi 17 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 20 --Log_Name "log_X13_van_DINO" -roi 17 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 20 --Log_Name "log_X13_van_DINO" -roi 17 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 20 --Log_Name "log_X13_van_DINO" -roi 17 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 20 --Log_Name "log_X13_van_DINO" -roi 17 -tl 1 -me 100 --Workers 5

@echo "Train SSL VAN DINO Crop-fix"
python RARP_NVB.py --Phase "train" --Fold 0 --Model 20 --Log_Name "log_X15_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 1 --Model 20 --Log_Name "log_X15_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 2 --Model 20 --Log_Name "log_X15_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 3 --Model 20 --Log_Name "log_X15_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 4 --Model 20 --Log_Name "log_X15_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5


@echo "Train SSL VAN DINO Crop-fix"
python RARP_NVB.py --Phase "train" --Fold 0 --Model 20 --Log_Name "log_X17" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 1 --Model 20 --Log_Name "log_X17" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 2 --Model 20 --Log_Name "log_X17" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 3 --Model 20 --Log_Name "log_X17" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 4 --Model 20 --Log_Name "log_X17" -roi 18 -tl 1 -me 100 --Workers 5


@echo "Train SSL VAN DINO Full_size - Pre-train"
python RARP_NVB.py --Phase "train" --Fold 0 --Model 20 --Log_Name "log_X20" -roi 17 -tl 1 -me 100 --Workers 5 --Remove_Blackbar 1
python RARP_NVB.py --Phase "train" --Fold 1 --Model 20 --Log_Name "log_X20" -roi 17 -tl 1 -me 100 --Workers 5 --Remove_Blackbar 1
python RARP_NVB.py --Phase "train" --Fold 2 --Model 20 --Log_Name "log_X20" -roi 17 -tl 1 -me 100 --Workers 5 --Remove_Blackbar 1
python RARP_NVB.py --Phase "train" --Fold 3 --Model 20 --Log_Name "log_X20" -roi 17 -tl 1 -me 100 --Workers 5 --Remove_Blackbar 1
python RARP_NVB.py --Phase "train" --Fold 4 --Model 20 --Log_Name "log_X20" -roi 17 -tl 1 -me 100 --Workers 5 --Remove_Blackbar 1


@echo "Train SSL VAN DINO Crop-fix new decoder"
python RARP_NVB.py --Phase "train" --Fold 0 --Model 20 --Log_Name "log_XT4" -roi 18 -tl 1 -me 100 --Workers 5 
python RARP_NVB.py --Phase "train" --Fold 1 --Model 20 --Log_Name "log_XT4" -roi 18 -tl 1 -me 100 --Workers 5 
python RARP_NVB.py --Phase "train" --Fold 2 --Model 20 --Log_Name "log_XT4" -roi 18 -tl 1 -me 100 --Workers 5 
python RARP_NVB.py --Phase "train" --Fold 3 --Model 20 --Log_Name "log_XT4" -roi 18 -tl 1 -me 100 --Workers 5 
python RARP_NVB.py --Phase "train" --Fold 4 --Model 20 --Log_Name "log_XT4" -roi 18 -tl 1 -me 100 --Workers 5 


@echo "Train SSL VAN DINO Crop-fix new decoder + Warm-up"
python RARP_NVB.py --Phase "train" --Fold 0 --Model 20 --Log_Name "log_XT5" -roi 18 -tl 1 -me 100 --Workers 5 -lc "./log_XT4/lightning_logs/version_10/checkpoints/RARP-epoch=7.ckpt" 
python RARP_NVB.py --Phase "train" --Fold 1 --Model 20 --Log_Name "log_XT5" -roi 18 -tl 1 -me 100 --Workers 5 -lc "./log_XT4/lightning_logs/version_11/checkpoints/RARP-epoch=6.ckpt" 
python RARP_NVB.py --Phase "train" --Fold 2 --Model 20 --Log_Name "log_XT5" -roi 18 -tl 1 -me 100 --Workers 5 -lc "./log_XT4/lightning_logs/version_12/checkpoints/RARP-epoch=6.ckpt" 
python RARP_NVB.py --Phase "train" --Fold 3 --Model 20 --Log_Name "log_XT5" -roi 18 -tl 1 -me 100 --Workers 5 -lc "./log_XT4/lightning_logs/version_13/checkpoints/RARP-epoch=3.ckpt" 
python RARP_NVB.py --Phase "train" --Fold 4 --Model 20 --Log_Name "log_XT5" -roi 18 -tl 1 -me 100 --Workers 5 -lc "./log_XT4/lightning_logs/version_14/checkpoints/RARP-epoch=6.ckpt" 
goto fin

@echo "Train SSL VAN DINO Crop-fix - Pre-train"
python RARP_NVB.py --Phase "lr_warmup" --Fold 0 --Model 20 --Log_Name "log_X20" -roi 18 -tl 1 -me 150 --Workers 5 
python RARP_NVB.py --Phase "lr_warmup" --Fold 1 --Model 20 --Log_Name "log_X20" -roi 18 -tl 1 -me 150 --Workers 5 
python RARP_NVB.py --Phase "lr_warmup" --Fold 2 --Model 20 --Log_Name "log_X20" -roi 18 -tl 1 -me 150 --Workers 5 
python RARP_NVB.py --Phase "lr_warmup" --Fold 3 --Model 20 --Log_Name "log_X20" -roi 18 -tl 1 -me 150 --Workers 5 
python RARP_NVB.py --Phase "lr_warmup" --Fold 4 --Model 20 --Log_Name "log_X20" -roi 18 -tl 1 -me 150 --Workers 5 


@echo "Train SSL VAN DINO Masked_ROI"
python RARP_NVB.py --Phase "train" --Fold 0 --Model 20 --Log_Name "log_X16" -roi 21 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 1 --Model 20 --Log_Name "log_X16" -roi 21 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 2 --Model 20 --Log_Name "log_X16" -roi 21 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 3 --Model 20 --Log_Name "log_X16" -roi 21 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 4 --Model 20 --Log_Name "log_X16" -roi 21 -tl 1 -me 100 --Workers 5


@echo "Train SSL VAN DINO Masked ROI"
python RARP_NVB.py --Phase "train" --Fold 0 --Model 20 --Log_Name "log_X15_van_DINO_Masked" -roi 19 -tl 1 -me 100 --Workers 5 --Roi_Mask_Model "./RARP_ROI_Mask.ckpt"
python RARP_NVB.py --Phase "train" --Fold 1 --Model 20 --Log_Name "log_X15_van_DINO_Masked" -roi 19 -tl 1 -me 100 --Workers 5 --Roi_Mask_Model "./RARP_ROI_Mask.ckpt"
python RARP_NVB.py --Phase "train" --Fold 2 --Model 20 --Log_Name "log_X15_van_DINO_Masked" -roi 19 -tl 1 -me 100 --Workers 5 --Roi_Mask_Model "./RARP_ROI_Mask.ckpt"
python RARP_NVB.py --Phase "train" --Fold 3 --Model 20 --Log_Name "log_X15_van_DINO_Masked" -roi 19 -tl 1 -me 100 --Workers 5 --Roi_Mask_Model "./RARP_ROI_Mask.ckpt"
python RARP_NVB.py --Phase "train" --Fold 4 --Model 20 --Log_Name "log_X15_van_DINO_Masked" -roi 19 -tl 1 -me 100 --Workers 5 --Roi_Mask_Model "./RARP_ROI_Mask.ckpt"


@echo "Train SSL VAN DINO Crop-fix"
python RARP_NVB.py --Phase "train" --Fold 0 --Model 20 --Log_Name "log_X15_van_DINO_Unet" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 1 --Model 20 --Log_Name "log_X15_van_DINO_Unet" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 2 --Model 20 --Log_Name "log_X15_van_DINO_Unet" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 3 --Model 20 --Log_Name "log_X15_van_DINO_Unet" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 4 --Model 20 --Log_Name "log_X15_van_DINO_Unet" -roi 18 -tl 1 -me 100 --Workers 5
 

@echo "Train SSL VAN DINO Crop-fix MultiLabel"
python RARP_NVB.py --Phase "train" --Fold 0 --Model 20 --Log_Name "log_X16_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5 --ExtraLabels "./DataSet_Ando_All_no20Crop/MultiLabels.xlsx"
python RARP_NVB.py --Phase "train" --Fold 1 --Model 20 --Log_Name "log_X16_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5 --ExtraLabels "./DataSet_Ando_All_no20Crop/MultiLabels.xlsx"
python RARP_NVB.py --Phase "train" --Fold 2 --Model 20 --Log_Name "log_X16_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5 --ExtraLabels "./DataSet_Ando_All_no20Crop/MultiLabels.xlsx"
python RARP_NVB.py --Phase "train" --Fold 3 --Model 20 --Log_Name "log_X16_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5 --ExtraLabels "./DataSet_Ando_All_no20Crop/MultiLabels.xlsx"
python RARP_NVB.py --Phase "train" --Fold 4 --Model 20 --Log_Name "log_X16_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5 --ExtraLabels "./DataSet_Ando_All_no20Crop/MultiLabels.xlsx"


@echo "Train SSL VAN DINO Full-Size"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_Review" -roi 17 -tl 1 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_Review" -roi 17 -tl 1 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_Review" -roi 17 -tl 1 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_Review" -roi 17 -tl 1 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_Review" -roi 17 -tl 1 --Workers 5

@echo "Train SSL VAN DINO Full-Size"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_Review" -roi 17 -tl 1
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_Review" -roi 17 -tl 1
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_Review" -roi 17 -tl 1
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_Review" -roi 17 -tl 1
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_Review" -roi 17 -tl 1

@echo "Train SSL VAN DINO Full-Size"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_R2" -roi 14 -tl 1 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_R2" -roi 14 -tl 1 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_R2" -roi 14 -tl 1 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_R2" -roi 14 -tl 1 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_R2" -roi 14 -tl 1 --Workers 5

@echo "Train SSL VAN DINO Full-Size Full dataset"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 18 --Log_Name "log_DINO_X11_VAN_2" -roi 6 -tl 1 -me 200
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 18 --Log_Name "log_DINO_X11_VAN_2" -roi 6 -tl 1 -me 200
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 18 --Log_Name "log_DINO_X11_VAN_2" -roi 6 -tl 1 -me 200
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 18 --Log_Name "log_DINO_X11_VAN_2" -roi 6 -tl 1 -me 200
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 18 --Log_Name "log_DINO_X11_VAN_2" -roi 6 -tl 1 -me 200

:phace2
@echo "MIL RARP Video GSViT"
python MIL_video_rarp.py --Phase "train" --Fold 0 -b 2 --pre_train 1 --Log_Name "log_XT7" --CNN_name "gsvit" --Temp_Head "tcn" --Num_Window 12 --Window_Size 80 
python MIL_video_rarp.py --Phase "train" --Fold 1 -b 2 --pre_train 1 --Log_Name "log_XT7" --CNN_name "gsvit" --Temp_Head "tcn" --Num_Window 12 --Window_Size 80 
python MIL_video_rarp.py --Phase "train" --Fold 2 -b 2 --pre_train 1 --Log_Name "log_XT7" --CNN_name "gsvit" --Temp_Head "tcn" --Num_Window 12 --Window_Size 80 
python MIL_video_rarp.py --Phase "train" --Fold 3 -b 2 --pre_train 1 --Log_Name "log_XT7" --CNN_name "gsvit" --Temp_Head "tcn" --Num_Window 12 --Window_Size 80 
python MIL_video_rarp.py --Phase "train" --Fold 4 -b 2 --pre_train 1 --Log_Name "log_XT7" --CNN_name "gsvit" --Temp_Head "tcn" --Num_Window 12 --Window_Size 80 
goto fin

@echo "Train RN50+VAN T-S 0 Workers"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_ChangeLabels" -roi 15 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_ChangeLabels" -roi 15 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_ChangeLabels" -roi 15 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_ChangeLabels" -roi 15 -tl 1 
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_ChangeLabels" -roi 15 -tl 1

@echo "Train RN50+VAN T-S 5 Workers"
python RARP_NVB.py --Phase "train" --Fold 0 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_ChangeLabels" -roi 15 -tl 1 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 1 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_ChangeLabels" -roi 15 -tl 1 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 2 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_ChangeLabels" -roi 15 -tl 1 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 3 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_ChangeLabels" -roi 15 -tl 1 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 4 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_VAN_ChangeLabels" -roi 15 -tl 1 --Workers 5

@echo "Train RN50 5 Workers"
python RARP_NVB.py --Phase "train" --Fold 0 --Model 0 --Log_Name "log_X10" -roi 16 -tl 1 -me 50 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 1 --Model 0 --Log_Name "log_X10" -roi 16 -tl 1 -me 50 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 2 --Model 0 --Log_Name "log_X10" -roi 16 -tl 1 -me 50 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 3 --Model 0 --Log_Name "log_X10" -roi 16 -tl 1 -me 50 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 4 --Model 0 --Log_Name "log_X10" -roi 16 -tl 1 -me 50 --Workers 5

:phase3
python RARP_NVB.py --Phase "tune" -ls 0 --Fold 0 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_T_VAN" -roi 13 -tl 1
python RARP_NVB.py --Phase "tune" -ls 1 --Fold 0 --Remove_Blackbar 1 --Model 15 --Log_Name "log_X12_T_VAN" -roi 13 -tl 1




@echo "Train SSL VAN DINO Crop-fix - BaseLine"
python RARP_NVB.py --Phase "train" --Fold 0 --Model 20 --Log_Name "log_XAblation_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 1 --Model 20 --Log_Name "log_XAblation_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 2 --Model 20 --Log_Name "log_XAblation_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 3 --Model 20 --Log_Name "log_XAblation_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 4 --Model 20 --Log_Name "log_XAblation_van_DINO" -roi 18 -tl 1 -me 100 --Workers 5

:phace4
@echo "Train SSL VAN DINO Full-size - BaseLine"
python RARP_NVB.py --Phase "train" --Fold 0 --Model 20 --Log_Name "log_XAblation_van_DINO" --Remove_Blackbar 1 -roi 17 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 1 --Model 20 --Log_Name "log_XAblation_van_DINO" --Remove_Blackbar 1 -roi 17 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 2 --Model 20 --Log_Name "log_XAblation_van_DINO" --Remove_Blackbar 1 -roi 17 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 3 --Model 20 --Log_Name "log_XAblation_van_DINO" --Remove_Blackbar 1 -roi 17 -tl 1 -me 100 --Workers 5
python RARP_NVB.py --Phase "train" --Fold 4 --Model 20 --Log_Name "log_XAblation_van_DINO" --Remove_Blackbar 1 -roi 17 -tl 1 -me 100 --Workers 5
goto fin


@echo "Train A0 base Video"
python video_rarp.py --Phase "train" --Fold 0 --Workers 0 --Log_Name "log_XT3" --Head 4 -me 100 --Video_chunks 100
python video_rarp.py --Phase "train" --Fold 1 --Workers 0 --Log_Name "log_XT3" --Head 4 -me 100 --Video_chunks 100
python video_rarp.py --Phase "train" --Fold 2 --Workers 0 --Log_Name "log_XT3" --Head 4 -me 100 --Video_chunks 100
python video_rarp.py --Phase "train" --Fold 3 --Workers 0 --Log_Name "log_XT3" --Head 4 -me 100 --Video_chunks 100
python video_rarp.py --Phase "train" --Fold 4 --Workers 0 --Log_Name "log_XT3" --Head 4 -me 100 --Video_chunks 100

:phace5
@echo "Train A0 base Video"
python video_frames_rarp.py --Phase "train" --Fold 0 --Workers 5 --Log_Name "log_XT4" -me 100 -b 8
python video_frames_rarp.py --Phase "train" --Fold 1 --Workers 5 --Log_Name "log_XT4" -me 100 -b 8
python video_frames_rarp.py --Phase "train" --Fold 2 --Workers 5 --Log_Name "log_XT4" -me 100 -b 8
python video_frames_rarp.py --Phase "train" --Fold 3 --Workers 5 --Log_Name "log_XT4" -me 100 -b 8
python video_frames_rarp.py --Phase "train" --Fold 4 --Workers 5 --Log_Name "log_XT4" -me 100 -b 8
goto fin

:fin
@echo "Finish Training"