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_846264_weight_decay_0.04.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.1495647430419922
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
Inter Cos: 0.0017584916204214096
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: 1.2670141458511353
Linear Weight Rank: 170
Intra Cos: 0.2540123760700226
Inter Cos: 0.002920028753578663
Norm Quadratic Average: 1.913586974143982
Nearest Class Center Accuracy: 0.96975

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2812254428863525
Linear Weight Rank: 4
Intra Cos: 0.906181275844574
Inter Cos: -0.12950269877910614
Norm Quadratic Average: 2.648927688598633
Nearest Class Center Accuracy: 0.999125

Output Layer:
Intra Cos: 0.9551676511764526
Inter Cos: -0.08582600951194763
Norm Quadratic Average: 3.498684883117676
Nearest Class Center Accuracy: 0.999

Test Set:
Average Loss: 0.1175792555809021
Accuracy: 0.9835
NC1 Within Class Collapse: 0.22737693786621094
NC2 Equinorm: Features: 0.010105615481734276, Weights: 0.016992367804050446
NC2 Equiangle: Features: 0.23190697034200033, Weights: 0.13013702630996704
NC3 Self-Duality: 0.029814869165420532
NC4 NCC Mismatch: 0.0024999999999999467

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 1.1495647430419922
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: 1.2670141458511353
Linear Weight Rank: 170
Intra Cos: 0.25066831707954407
Inter Cos: 0.014963865280151367
Norm Quadratic Average: 1.9216326475143433
Nearest Class Center Accuracy: 0.9665

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.2812254428863525
Linear Weight Rank: 4
Intra Cos: 0.892493724822998
Inter Cos: -0.12084149569272995
Norm Quadratic Average: 2.643357753753662
Nearest Class Center Accuracy: 0.983

Output Layer:
Intra Cos: 0.9424446821212769
Inter Cos: -0.07168317586183548
Norm Quadratic Average: 3.486811637878418
Nearest Class Center Accuracy: 0.9835

