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_0.005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.330920696258545
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: 6.350374698638916
Linear Weight Rank: 179
Intra Cos: 0.10753462463617325
Inter Cos: 0.009194298647344112
Norm Quadratic Average: 10.979889869689941
Nearest Class Center Accuracy: 0.915125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.87004017829895
Linear Weight Rank: 4
Intra Cos: 0.30082669854164124
Inter Cos: -0.011708504520356655
Norm Quadratic Average: 11.247344017028809
Nearest Class Center Accuracy: 0.9975

Output Layer:
Intra Cos: 0.84047931432724
Inter Cos: -0.008153233677148819
Norm Quadratic Average: 12.563156127929688
Nearest Class Center Accuracy: 0.99875

Test Set:
Average Loss: 0.10925466799736024
Accuracy: 0.963
NC1 Within Class Collapse: 1.6151189804077148
NC2 Equinorm: Features: 0.02166798897087574, Weights: 0.02066969871520996
NC2 Equiangle: Features: 0.35240618387858075, Weights: 0.22798647483189902
NC3 Self-Duality: 0.1484304517507553
NC4 NCC Mismatch: 0.023499999999999965

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.330920696258545
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: 6.350374698638916
Linear Weight Rank: 179
Intra Cos: 0.10828498005867004
Inter Cos: 0.010540291666984558
Norm Quadratic Average: 10.972735404968262
Nearest Class Center Accuracy: 0.9105

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.87004017829895
Linear Weight Rank: 4
Intra Cos: 0.29037773609161377
Inter Cos: -0.004891564603894949
Norm Quadratic Average: 11.292745590209961
Nearest Class Center Accuracy: 0.9685

Output Layer:
Intra Cos: 0.8037086725234985
Inter Cos: 0.025872988626360893
Norm Quadratic Average: 12.682302474975586
Nearest Class Center Accuracy: 0.969

