Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_100_lr_0.001_model_type_MLP_rand_seed_314159_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.848476409912109
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
Inter Cos: 0.0017584878951311111
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: 5.8977556228637695
Linear Weight Rank: 179
Intra Cos: 0.08166710287332535
Inter Cos: 0.0066873859614133835
Norm Quadratic Average: 10.110509872436523
Nearest Class Center Accuracy: 0.873875

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.888341903686523
Linear Weight Rank: 179
Intra Cos: 0.12006478011608124
Inter Cos: 0.009019184857606888
Norm Quadratic Average: 10.100831985473633
Nearest Class Center Accuracy: 0.91425

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.831738471984863
Linear Weight Rank: 180
Intra Cos: 0.15362901985645294
Inter Cos: 0.00038211396895349026
Norm Quadratic Average: 10.029441833496094
Nearest Class Center Accuracy: 0.96475

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.830994606018066
Linear Weight Rank: 179
Intra Cos: 0.2409972995519638
Inter Cos: -0.01627589389681816
Norm Quadratic Average: 9.99837589263916
Nearest Class Center Accuracy: 0.999125

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.095853805541992
Linear Weight Rank: 4
Intra Cos: 0.47360315918922424
Inter Cos: -0.07461165636777878
Norm Quadratic Average: 10.148054122924805
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9457274079322815
Inter Cos: -0.1084175705909729
Norm Quadratic Average: 8.50390911102295
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.25161511278152465
Accuracy: 0.9045
NC1 Within Class Collapse: 1.1361823081970215
NC2 Equinorm: Features: 0.02292950078845024, Weights: 0.025142885744571686
NC2 Equiangle: Features: 0.26461585362752277, Weights: 0.08573369185129802
NC3 Self-Duality: 0.18422257900238037
NC4 NCC Mismatch: 0.017000000000000015

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.848476409912109
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.0033129025250673294
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: 5.8977556228637695
Linear Weight Rank: 179
Intra Cos: 0.08304975181818008
Inter Cos: 0.007507110945880413
Norm Quadratic Average: 10.098701477050781
Nearest Class Center Accuracy: 0.8815

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.888341903686523
Linear Weight Rank: 179
Intra Cos: 0.11514966934919357
Inter Cos: 0.0034205110277980566
Norm Quadratic Average: 10.12671184539795
Nearest Class Center Accuracy: 0.8925

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.831738471984863
Linear Weight Rank: 180
Intra Cos: 0.141873300075531
Inter Cos: 0.008146848529577255
Norm Quadratic Average: 10.05495834350586
Nearest Class Center Accuracy: 0.8985

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.830994606018066
Linear Weight Rank: 179
Intra Cos: 0.20636413991451263
Inter Cos: -0.01323735062032938
Norm Quadratic Average: 9.961602210998535
Nearest Class Center Accuracy: 0.918

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.095853805541992
Linear Weight Rank: 4
Intra Cos: 0.3628135919570923
Inter Cos: -0.04331555217504501
Norm Quadratic Average: 9.968130111694336
Nearest Class Center Accuracy: 0.909

Output Layer:
Intra Cos: 0.7647358775138855
Inter Cos: -0.04095039144158363
Norm Quadratic Average: 8.168126106262207
Nearest Class Center Accuracy: 0.9035

