Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_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: 1.7455391883850098
Linear Weight Rank: 11
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: 2.012883186340332
Linear Weight Rank: 144
Intra Cos: 0.7334355711936951
Inter Cos: 0.01490538939833641
Norm Quadratic Average: 1.3384122848510742
Nearest Class Center Accuracy: 0.9765

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.0959155559539795
Linear Weight Rank: 3
Intra Cos: 0.7580585479736328
Inter Cos: 0.013330129906535149
Norm Quadratic Average: 1.540959119796753
Nearest Class Center Accuracy: 0.9775

Output Layer:
Intra Cos: 0.8146319389343262
Inter Cos: 0.012052975594997406
Norm Quadratic Average: 2.2090868949890137
Nearest Class Center Accuracy: 0.975875

Test Set:
Average Loss: 0.542995361328125
Accuracy: 0.975
NC1 Within Class Collapse: 11.302986145019531
NC2 Equinorm: Features: 0.042782049626111984, Weights: 0.02198215201497078
NC2 Equiangle: Features: 0.4418538411458333, Weights: 0.438374121983846
NC3 Self-Duality: 0.0038205215241760015
NC4 NCC Mismatch: 0.03500000000000003

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.7455391883850098
Linear Weight Rank: 11
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: 2.012883186340332
Linear Weight Rank: 144
Intra Cos: 0.7291364073753357
Inter Cos: 0.03979630768299103
Norm Quadratic Average: 1.3502790927886963
Nearest Class Center Accuracy: 0.9725

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.0959155559539795
Linear Weight Rank: 3
Intra Cos: 0.7532772421836853
Inter Cos: 0.04012005403637886
Norm Quadratic Average: 1.5504292249679565
Nearest Class Center Accuracy: 0.972

Output Layer:
Intra Cos: 0.8199880123138428
Inter Cos: 0.04043262451887131
Norm Quadratic Average: 2.2197470664978027
Nearest Class Center Accuracy: 0.975

