Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_314159_weight_decay_0.1.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.32016873359680176
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.0017584841698408127
Norm Quadratic Average: 4.001680374145508
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.8268659710884094
Linear Weight Rank: 145
Intra Cos: 0.5996532440185547
Inter Cos: 0.04027925431728363
Norm Quadratic Average: 0.8114039301872253
Nearest Class Center Accuracy: 0.966625

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.086714506149292
Linear Weight Rank: 3
Intra Cos: 0.9074783325195312
Inter Cos: -0.13933762907981873
Norm Quadratic Average: 1.893452763557434
Nearest Class Center Accuracy: 0.993875

Output Layer:
Intra Cos: 0.9163440465927124
Inter Cos: -0.09370027482509613
Norm Quadratic Average: 2.330186605453491
Nearest Class Center Accuracy: 0.9935

Test Set:
Average Loss: 0.2714095802307129
Accuracy: 0.9865
NC1 Within Class Collapse: 0.3060985803604126
NC2 Equinorm: Features: 0.009343009442090988, Weights: 0.01981004700064659
NC2 Equiangle: Features: 0.2056757609049479, Weights: 0.10991738239924113
NC3 Self-Duality: 0.009663247503340244
NC4 NCC Mismatch: 0.00649999999999995

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.32016873359680176
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
Inter Cos: 0.003312898799777031
Norm Quadratic Average: 3.988335609436035
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.8268659710884094
Linear Weight Rank: 145
Intra Cos: 0.6060435771942139
Inter Cos: 0.055019982159137726
Norm Quadratic Average: 0.8215398788452148
Nearest Class Center Accuracy: 0.9665

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.086714506149292
Linear Weight Rank: 3
Intra Cos: 0.90542072057724
Inter Cos: -0.12665219604969025
Norm Quadratic Average: 1.9001221656799316
Nearest Class Center Accuracy: 0.989

Output Layer:
Intra Cos: 0.9167248606681824
Inter Cos: -0.08013934642076492
Norm Quadratic Average: 2.3360519409179688
Nearest Class Center Accuracy: 0.989

