Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_mlp3_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_979323_weight_decay_0.01.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.129657745361328
Linear Weight Rank: 16
Intra Cos: 0.03299567848443985
Inter Cos: -0.006222443655133247
Norm Quadratic Average: 3.9938876628875732
Nearest Class Center Accuracy: 0.583375

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.139037609100342
Linear Weight Rank: 179
Intra Cos: 0.026053424924612045
Inter Cos: -0.004809333011507988
Norm Quadratic Average: 8.743467330932617
Nearest Class Center Accuracy: 0.59725

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.3344810009002686
Linear Weight Rank: 4
Intra Cos: 0.06496934592723846
Inter Cos: -0.016123034060001373
Norm Quadratic Average: 9.290901184082031
Nearest Class Center Accuracy: 0.919

Output Layer:
Intra Cos: 0.6084376573562622
Inter Cos: -0.13735242187976837
Norm Quadratic Average: 5.914748668670654
Nearest Class Center Accuracy: 0.981875

Test Set:
Average Loss: 0.5625442171096802
Accuracy: 0.7635
NC1 Within Class Collapse: 3.9486851692199707
NC2 Equinorm: Features: 0.11584766209125519, Weights: 0.03720654919743538
NC2 Equiangle: Features: 0.14033774534861246, Weights: 0.019968310991923015
NC3 Self-Duality: 0.2972103953361511
NC4 NCC Mismatch: 0.121

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.129657745361328
Linear Weight Rank: 16
Intra Cos: 0.030431468039751053
Inter Cos: -0.004549722652882338
Norm Quadratic Average: 3.9951601028442383
Nearest Class Center Accuracy: 0.583

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.139037609100342
Linear Weight Rank: 179
Intra Cos: 0.023660335689783096
Inter Cos: -0.003205565270036459
Norm Quadratic Average: 8.736021041870117
Nearest Class Center Accuracy: 0.605

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.3344810009002686
Linear Weight Rank: 4
Intra Cos: 0.047988370060920715
Inter Cos: -0.007086336612701416
Norm Quadratic Average: 9.308746337890625
Nearest Class Center Accuracy: 0.7675

Output Layer:
Intra Cos: 0.39602482318878174
Inter Cos: -0.05511057749390602
Norm Quadratic Average: 5.855757236480713
Nearest Class Center Accuracy: 0.7695

