Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_mlp3_epochs_100_lr_0.001_model_depth_MLP_6_model_type_MLP_rand_seed_314159_weight_decay_0.05.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.7342172861099243
Linear Weight Rank: 16
Intra Cos: 0.03299568220973015
Inter Cos: -0.006222447846084833
Norm Quadratic Average: 3.9938881397247314
Nearest Class Center Accuracy: 0.583375

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.7354990839958191
Linear Weight Rank: 179
Intra Cos: 0.02364455908536911
Inter Cos: -0.00256056385114789
Norm Quadratic Average: 0.4365033507347107
Nearest Class Center Accuracy: 0.568

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.7372532486915588
Linear Weight Rank: 179
Intra Cos: 0.021594151854515076
Inter Cos: -0.002270548837259412
Norm Quadratic Average: 0.014685568399727345
Nearest Class Center Accuracy: 0.5515

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.731971025466919
Linear Weight Rank: 179
Intra Cos: 0.020564069971442223
Inter Cos: -0.002027567708864808
Norm Quadratic Average: 0.0005276384181343019
Nearest Class Center Accuracy: 0.534375

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.7328577637672424
Linear Weight Rank: 180
Intra Cos: 0.02450324408710003
Inter Cos: -0.0012683235108852386
Norm Quadratic Average: 1.936013541126158e-05
Nearest Class Center Accuracy: 0.50975

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 0.10950127243995667
Linear Weight Rank: 4
Intra Cos: 0.02209194377064705
Inter Cos: 0.0005016964278183877
Norm Quadratic Average: 6.827912102380651e-07
Nearest Class Center Accuracy: 0.48925

Output Layer:
Intra Cos: 0.9979363679885864
Inter Cos: 0.9980797171592712
Norm Quadratic Average: 1.1336357630398197e-07
Nearest Class Center Accuracy: 0.22425

Test Set:
Average Loss: 1.385962490081787
Accuracy: 0.255
NC1 Within Class Collapse: 18.58580780029297
NC2 Equinorm: Features: 0.2499111443758011, Weights: 0.04474611580371857
NC2 Equiangle: Features: 0.19508115450541177, Weights: 0.30702338616053265
NC3 Self-Duality: 1.8703587055206299
NC4 NCC Mismatch: 0.7985

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.7342172861099243
Linear Weight Rank: 16
Intra Cos: 0.03043147176504135
Inter Cos: -0.004549722652882338
Norm Quadratic Average: 3.9951601028442383
Nearest Class Center Accuracy: 0.583

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.7354990839958191
Linear Weight Rank: 179
Intra Cos: 0.023400377482175827
Inter Cos: -0.0015959457959979773
Norm Quadratic Average: 0.437684029340744
Nearest Class Center Accuracy: 0.557

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.7372532486915588
Linear Weight Rank: 179
Intra Cos: 0.020715881139039993
Inter Cos: -0.001654798281379044
Norm Quadratic Average: 0.014696158468723297
Nearest Class Center Accuracy: 0.5515

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.731971025466919
Linear Weight Rank: 179
Intra Cos: 0.019943805411458015
Inter Cos: -0.0022272574715316296
Norm Quadratic Average: 0.0005281592020764947
Nearest Class Center Accuracy: 0.5555

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.7328577637672424
Linear Weight Rank: 180
Intra Cos: 0.024493463337421417
Inter Cos: -0.0007653417414985597
Norm Quadratic Average: 1.9310598872834817e-05
Nearest Class Center Accuracy: 0.519

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 0.10950127243995667
Linear Weight Rank: 4
Intra Cos: 0.020859824493527412
Inter Cos: 0.0013889111578464508
Norm Quadratic Average: 6.810099648646428e-07
Nearest Class Center Accuracy: 0.516

Output Layer:
Intra Cos: 0.9970294237136841
Inter Cos: 0.9972496032714844
Norm Quadratic Average: 9.539205336750456e-08
Nearest Class Center Accuracy: 0.3315

