Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_314159_weight_decay_0.003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.400763511657715
Linear Weight Rank: 16
Intra Cos: 0.014583898708224297
Inter Cos: 0.004829856567084789
Norm Quadratic Average: 3.993140459060669
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.425323009490967
Linear Weight Rank: 179
Intra Cos: 0.015512682497501373
Inter Cos: 0.0063070920296013355
Norm Quadratic Average: 4.436513423919678
Nearest Class Center Accuracy: 0.465875

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.4799492359161377
Linear Weight Rank: 4
Intra Cos: 0.05359276384115219
Inter Cos: 0.02143576182425022
Norm Quadratic Average: 2.03971791267395
Nearest Class Center Accuracy: 0.530125

Output Layer:
Intra Cos: 0.18107274174690247
Inter Cos: 0.07928153872489929
Norm Quadratic Average: 1.496394157409668
Nearest Class Center Accuracy: 0.541875

Test Set:
Average Loss: 1.1198270339965821
Accuracy: 0.514
NC1 Within Class Collapse: 17.32148551940918
NC2 Equinorm: Features: 0.08497743308544159, Weights: 0.0448029525578022
NC2 Equiangle: Features: 0.4311943054199219, Weights: 0.11503060658772786
NC3 Self-Duality: 0.3074415326118469
NC4 NCC Mismatch: 0.14049999999999996

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.400763511657715
Linear Weight Rank: 16
Intra Cos: 0.014108894392848015
Inter Cos: 0.005012289620935917
Norm Quadratic Average: 3.9761204719543457
Nearest Class Center Accuracy: 0.4485

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.425323009490967
Linear Weight Rank: 179
Intra Cos: 0.016614409163594246
Inter Cos: 0.0063615832477808
Norm Quadratic Average: 4.419244289398193
Nearest Class Center Accuracy: 0.475

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.4799492359161377
Linear Weight Rank: 4
Intra Cos: 0.049922600388526917
Inter Cos: 0.021704617887735367
Norm Quadratic Average: 2.0295000076293945
Nearest Class Center Accuracy: 0.517

Output Layer:
Intra Cos: 0.1593002825975418
Inter Cos: 0.072245754301548
Norm Quadratic Average: 1.4835776090621948
Nearest Class Center Accuracy: 0.5025

