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_979323_weight_decay_0.1.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.3235422968864441
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.001758486032485962
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: 0.8241156935691833
Linear Weight Rank: 145
Intra Cos: 0.5982462167739868
Inter Cos: 0.03200630843639374
Norm Quadratic Average: 0.8096798062324524
Nearest Class Center Accuracy: 0.966375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.086275339126587
Linear Weight Rank: 3
Intra Cos: 0.9073997139930725
Inter Cos: -0.12500058114528656
Norm Quadratic Average: 1.8939591646194458
Nearest Class Center Accuracy: 0.993625

Output Layer:
Intra Cos: 0.9151743650436401
Inter Cos: -0.07856012135744095
Norm Quadratic Average: 2.339338779449463
Nearest Class Center Accuracy: 0.993375

Test Set:
Average Loss: 0.2729496412277222
Accuracy: 0.986
NC1 Within Class Collapse: 0.3057056665420532
NC2 Equinorm: Features: 0.012303058058023453, Weights: 0.019590865820646286
NC2 Equiangle: Features: 0.21804022789001465, Weights: 0.11705728371938069
NC3 Self-Duality: 0.010818272829055786
NC4 NCC Mismatch: 0.005499999999999949

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.3235422968864441
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.003312898799777031
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.8241156935691833
Linear Weight Rank: 145
Intra Cos: 0.5923922657966614
Inter Cos: 0.024195462465286255
Norm Quadratic Average: 0.8185622692108154
Nearest Class Center Accuracy: 0.963

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.086275339126587
Linear Weight Rank: 3
Intra Cos: 0.9052598476409912
Inter Cos: -0.11190109699964523
Norm Quadratic Average: 1.898720383644104
Nearest Class Center Accuracy: 0.9875

Output Layer:
Intra Cos: 0.9156545400619507
Inter Cos: -0.06491938978433609
Norm Quadratic Average: 2.343087673187256
Nearest Class Center Accuracy: 0.988

