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_265358_weight_decay_0.003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.496154308319092
Linear Weight Rank: 16
Intra Cos: 0.014583894982933998
Inter Cos: 0.004829855635762215
Norm Quadratic Average: 3.9931397438049316
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.42015266418457
Linear Weight Rank: 180
Intra Cos: 0.014517455361783504
Inter Cos: 0.004045648500323296
Norm Quadratic Average: 4.41557502746582
Nearest Class Center Accuracy: 0.47325

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.4787771701812744
Linear Weight Rank: 4
Intra Cos: 0.050031501799821854
Inter Cos: 0.016316229477524757
Norm Quadratic Average: 2.059227705001831
Nearest Class Center Accuracy: 0.533875

Output Layer:
Intra Cos: 0.17090767621994019
Inter Cos: 0.06716291606426239
Norm Quadratic Average: 1.5316734313964844
Nearest Class Center Accuracy: 0.54

Test Set:
Average Loss: 1.1148875999450683
Accuracy: 0.5175
NC1 Within Class Collapse: 16.57560920715332
NC2 Equinorm: Features: 0.05185374617576599, Weights: 0.048255182802677155
NC2 Equiangle: Features: 0.39631080627441406, Weights: 0.10449326038360596
NC3 Self-Duality: 0.30137720704078674
NC4 NCC Mismatch: 0.13249999999999995

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.496154308319092
Linear Weight Rank: 16
Intra Cos: 0.014108894392848015
Inter Cos: 0.005012288689613342
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: 7.42015266418457
Linear Weight Rank: 180
Intra Cos: 0.015151048079133034
Inter Cos: 0.004282499197870493
Norm Quadratic Average: 4.407330513000488
Nearest Class Center Accuracy: 0.4805

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.4787771701812744
Linear Weight Rank: 4
Intra Cos: 0.0470413863658905
Inter Cos: 0.0159713476896286
Norm Quadratic Average: 2.046630859375
Nearest Class Center Accuracy: 0.5215

Output Layer:
Intra Cos: 0.1459456980228424
Inter Cos: 0.06097086891531944
Norm Quadratic Average: 1.5085002183914185
Nearest Class Center Accuracy: 0.5135

