Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_type_MLP_rand_seed_265358_weight_decay_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.245915412902832
Linear Weight Rank: 16
Intra Cos: 0.07988918572664261
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: 8.180193901062012
Linear Weight Rank: 180
Intra Cos: 0.0753503069281578
Inter Cos: 0.0032928187865763903
Norm Quadratic Average: 14.071259498596191
Nearest Class Center Accuracy: 0.870125

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.138484954833984
Linear Weight Rank: 180
Intra Cos: 0.11428339034318924
Inter Cos: 0.0031578163616359234
Norm Quadratic Average: 14.061372756958008
Nearest Class Center Accuracy: 0.9205

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.150797843933105
Linear Weight Rank: 180
Intra Cos: 0.14088749885559082
Inter Cos: -0.0005315991584211588
Norm Quadratic Average: 14.059579849243164
Nearest Class Center Accuracy: 0.95825

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.115612030029297
Linear Weight Rank: 180
Intra Cos: 0.20060928165912628
Inter Cos: -0.012008061632514
Norm Quadratic Average: 13.992372512817383
Nearest Class Center Accuracy: 0.99725

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.437983989715576
Linear Weight Rank: 4
Intra Cos: 0.3664984703063965
Inter Cos: -0.04412312060594559
Norm Quadratic Average: 14.10968017578125
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9181018471717834
Inter Cos: -0.07830371707677841
Norm Quadratic Average: 12.352084159851074
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.29069218921661377
Accuracy: 0.8985
NC1 Within Class Collapse: 1.310502529144287
NC2 Equinorm: Features: 0.019003668799996376, Weights: 0.02960379607975483
NC2 Equiangle: Features: 0.2903296152750651, Weights: 0.11691604057947795
NC3 Self-Duality: 0.21421489119529724
NC4 NCC Mismatch: 0.022499999999999964

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.245915412902832
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
Inter Cos: 0.003312898799777031
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: 8.180193901062012
Linear Weight Rank: 180
Intra Cos: 0.07630033791065216
Inter Cos: 0.0026715428102761507
Norm Quadratic Average: 14.045212745666504
Nearest Class Center Accuracy: 0.8685

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.138484954833984
Linear Weight Rank: 180
Intra Cos: 0.11072181910276413
Inter Cos: -0.0010231855558231473
Norm Quadratic Average: 14.093862533569336
Nearest Class Center Accuracy: 0.9085

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.150797843933105
Linear Weight Rank: 180
Intra Cos: 0.1285589188337326
Inter Cos: 0.003359646536409855
Norm Quadratic Average: 14.117480278015137
Nearest Class Center Accuracy: 0.8925

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.115612030029297
Linear Weight Rank: 180
Intra Cos: 0.170104518532753
Inter Cos: -0.0005474910140037537
Norm Quadratic Average: 14.030474662780762
Nearest Class Center Accuracy: 0.919

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.437983989715576
Linear Weight Rank: 4
Intra Cos: 0.27646902203559875
Inter Cos: -0.027077769860625267
Norm Quadratic Average: 14.010741233825684
Nearest Class Center Accuracy: 0.9055

Output Layer:
Intra Cos: 0.7318384647369385
Inter Cos: -0.03456335514783859
Norm Quadratic Average: 12.00481128692627
Nearest Class Center Accuracy: 0.9015

