Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_type_MLP_rand_seed_846264_weight_decay_0.005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.387042045593262
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
Inter Cos: 0.0017584823071956635
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: 6.394728660583496
Linear Weight Rank: 179
Intra Cos: 0.06815031170845032
Inter Cos: 0.005808441434055567
Norm Quadratic Average: 10.956094741821289
Nearest Class Center Accuracy: 0.869875

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.357823371887207
Linear Weight Rank: 179
Intra Cos: 0.11022720485925674
Inter Cos: 0.0022838597651571035
Norm Quadratic Average: 10.95617389678955
Nearest Class Center Accuracy: 0.92725

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.321865081787109
Linear Weight Rank: 179
Intra Cos: 0.1435476839542389
Inter Cos: -0.001074432861059904
Norm Quadratic Average: 10.920622825622559
Nearest Class Center Accuracy: 0.96525

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.328013896942139
Linear Weight Rank: 179
Intra Cos: 0.21592983603477478
Inter Cos: -0.014145925641059875
Norm Quadratic Average: 10.875593185424805
Nearest Class Center Accuracy: 0.99925

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.1842429637908936
Linear Weight Rank: 4
Intra Cos: 0.45803919434547424
Inter Cos: -0.06704062968492508
Norm Quadratic Average: 11.005504608154297
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9388703107833862
Inter Cos: -0.11147916316986084
Norm Quadratic Average: 9.43209457397461
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.25320808696746827
Accuracy: 0.8995
NC1 Within Class Collapse: 1.2236273288726807
NC2 Equinorm: Features: 0.01998368836939335, Weights: 0.01899738423526287
NC2 Equiangle: Features: 0.2696208953857422, Weights: 0.10056377450625102
NC3 Self-Duality: 0.18541793525218964
NC4 NCC Mismatch: 0.02749999999999997

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 6.387042045593262
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
Inter Cos: 0.003312898799777031
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.394728660583496
Linear Weight Rank: 179
Intra Cos: 0.06648597121238708
Inter Cos: 0.0015293317846953869
Norm Quadratic Average: 10.942580223083496
Nearest Class Center Accuracy: 0.8795

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.357823371887207
Linear Weight Rank: 179
Intra Cos: 0.10480991005897522
Inter Cos: 0.003956794273108244
Norm Quadratic Average: 10.942412376403809
Nearest Class Center Accuracy: 0.9045

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.321865081787109
Linear Weight Rank: 179
Intra Cos: 0.12752185761928558
Inter Cos: 0.006718816235661507
Norm Quadratic Average: 10.942025184631348
Nearest Class Center Accuracy: 0.893

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.328013896942139
Linear Weight Rank: 179
Intra Cos: 0.1761077344417572
Inter Cos: -0.004688083194196224
Norm Quadratic Average: 10.877184867858887
Nearest Class Center Accuracy: 0.9055

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.1842429637908936
Linear Weight Rank: 4
Intra Cos: 0.343424916267395
Inter Cos: -0.03001374751329422
Norm Quadratic Average: 10.784037590026855
Nearest Class Center Accuracy: 0.9075

Output Layer:
Intra Cos: 0.7444825768470764
Inter Cos: -0.041928477585315704
Norm Quadratic Average: 9.007211685180664
Nearest Class Center Accuracy: 0.9075

