Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_100_lr_0.001_model_type_MLP_rand_seed_846264_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.061094284057617
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
Inter Cos: 0.0017584841698408127
Norm Quadratic Average: 4.001680850982666
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.059146881103516
Linear Weight Rank: 179
Intra Cos: 0.06633884459733963
Inter Cos: 0.004793577827513218
Norm Quadratic Average: 13.832517623901367
Nearest Class Center Accuracy: 0.86525

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.018871307373047
Linear Weight Rank: 179
Intra Cos: 0.10372618585824966
Inter Cos: 0.0012659195344895124
Norm Quadratic Average: 13.811515808105469
Nearest Class Center Accuracy: 0.9205

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.978133678436279
Linear Weight Rank: 179
Intra Cos: 0.1309269815683365
Inter Cos: -0.0022137833293527365
Norm Quadratic Average: 13.780987739562988
Nearest Class Center Accuracy: 0.959125

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.987603664398193
Linear Weight Rank: 179
Intra Cos: 0.18976308405399323
Inter Cos: -0.008827298879623413
Norm Quadratic Average: 13.724454879760742
Nearest Class Center Accuracy: 0.99725

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.4227168560028076
Linear Weight Rank: 4
Intra Cos: 0.3742552697658539
Inter Cos: -0.04593735188245773
Norm Quadratic Average: 13.835223197937012
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9146364331245422
Inter Cos: -0.08135443925857544
Norm Quadratic Average: 12.137860298156738
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.2707594017982483
Accuracy: 0.9005
NC1 Within Class Collapse: 1.3647414445877075
NC2 Equinorm: Features: 0.030787330120801926, Weights: 0.019812213256955147
NC2 Equiangle: Features: 0.2929820418357849, Weights: 0.12738565603892008
NC3 Self-Duality: 0.20568034052848816
NC4 NCC Mismatch: 0.025000000000000022

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.061094284057617
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033128932118415833
Norm Quadratic Average: 3.988335371017456
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.059146881103516
Linear Weight Rank: 179
Intra Cos: 0.06475325673818588
Inter Cos: 0.0023308228701353073
Norm Quadratic Average: 13.814295768737793
Nearest Class Center Accuracy: 0.8685

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.018871307373047
Linear Weight Rank: 179
Intra Cos: 0.09875943511724472
Inter Cos: 0.004236250650137663
Norm Quadratic Average: 13.788546562194824
Nearest Class Center Accuracy: 0.9005

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.978133678436279
Linear Weight Rank: 179
Intra Cos: 0.11670548468828201
Inter Cos: 0.005411282181739807
Norm Quadratic Average: 13.805736541748047
Nearest Class Center Accuracy: 0.888

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.987603664398193
Linear Weight Rank: 179
Intra Cos: 0.15758514404296875
Inter Cos: -0.005564500577747822
Norm Quadratic Average: 13.741378784179688
Nearest Class Center Accuracy: 0.9015

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.4227168560028076
Linear Weight Rank: 4
Intra Cos: 0.2867670953273773
Inter Cos: -0.0219171941280365
Norm Quadratic Average: 13.676423072814941
Nearest Class Center Accuracy: 0.91

Output Layer:
Intra Cos: 0.7333590388298035
Inter Cos: -0.03209659829735756
Norm Quadratic Average: 11.744653701782227
Nearest Class Center Accuracy: 0.911

