Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_265358_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.10932731628418
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: 8.143584251403809
Linear Weight Rank: 179
Intra Cos: 0.0119685223326087
Inter Cos: 0.0025799290742725134
Norm Quadratic Average: 13.779552459716797
Nearest Class Center Accuracy: 0.465375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.83547306060791
Linear Weight Rank: 4
Intra Cos: 0.015176661312580109
Inter Cos: 0.0007391064427793026
Norm Quadratic Average: 14.24764633178711
Nearest Class Center Accuracy: 0.610375

Output Layer:
Intra Cos: 0.5364014506340027
Inter Cos: -0.0313253328204155
Norm Quadratic Average: 4.302633285522461
Nearest Class Center Accuracy: 0.9275

Test Set:
Average Loss: 1.1799416618347167
Accuracy: 0.554
NC1 Within Class Collapse: 15.30112075805664
NC2 Equinorm: Features: 0.01673842780292034, Weights: 0.022816961631178856
NC2 Equiangle: Features: 0.2612149516741435, Weights: 0.037679399053255715
NC3 Self-Duality: 1.0259345769882202
NC4 NCC Mismatch: 0.4105

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.10932731628418
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: 8.143584251403809
Linear Weight Rank: 179
Intra Cos: 0.012830213643610477
Inter Cos: 0.0027793876361101866
Norm Quadratic Average: 13.750360488891602
Nearest Class Center Accuracy: 0.477

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.83547306060791
Linear Weight Rank: 4
Intra Cos: 0.010527826845645905
Inter Cos: 0.0016504283994436264
Norm Quadratic Average: 14.25003719329834
Nearest Class Center Accuracy: 0.522

Output Layer:
Intra Cos: 0.15707214176654816
Inter Cos: 0.02053297683596611
Norm Quadratic Average: 4.112875461578369
Nearest Class Center Accuracy: 0.558

