Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_12_model_type_MLP_rand_seed_265358_weight_decay_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.015838623046875
Linear Weight Rank: 16
Intra Cos: 0.07988915592432022
Inter Cos: 0.001758486032485962
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: 8.067253112792969
Linear Weight Rank: 180
Intra Cos: 0.07259703427553177
Inter Cos: 0.003230336820706725
Norm Quadratic Average: 13.701399803161621
Nearest Class Center Accuracy: 0.86075

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.988380432128906
Linear Weight Rank: 180
Intra Cos: 0.11445388942956924
Inter Cos: 0.0009376541711390018
Norm Quadratic Average: 13.665732383728027
Nearest Class Center Accuracy: 0.912125

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.976929664611816
Linear Weight Rank: 180
Intra Cos: 0.1341688483953476
Inter Cos: 0.00034850597148761153
Norm Quadratic Average: 13.66917896270752
Nearest Class Center Accuracy: 0.936125

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.924393653869629
Linear Weight Rank: 179
Intra Cos: 0.15367184579372406
Inter Cos: -0.004315985832363367
Norm Quadratic Average: 13.64849853515625
Nearest Class Center Accuracy: 0.964125

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9261369705200195
Linear Weight Rank: 180
Intra Cos: 0.1724717766046524
Inter Cos: -0.0053243255242705345
Norm Quadratic Average: 13.648579597473145
Nearest Class Center Accuracy: 0.976

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.891289710998535
Linear Weight Rank: 179
Intra Cos: 0.19196881353855133
Inter Cos: -0.013956950977444649
Norm Quadratic Average: 13.626035690307617
Nearest Class Center Accuracy: 0.988

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.879455089569092
Linear Weight Rank: 180
Intra Cos: 0.21602989733219147
Inter Cos: -0.004881009925156832
Norm Quadratic Average: 13.606551170349121
Nearest Class Center Accuracy: 0.997875

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.884814739227295
Linear Weight Rank: 179
Intra Cos: 0.25884318351745605
Inter Cos: -0.018064677715301514
Norm Quadratic Average: 13.591251373291016
Nearest Class Center Accuracy: 0.999875

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8931193351745605
Linear Weight Rank: 179
Intra Cos: 0.33764201402664185
Inter Cos: -0.03906247392296791
Norm Quadratic Average: 13.60087776184082
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.896535873413086
Linear Weight Rank: 179
Intra Cos: 0.43723949790000916
Inter Cos: -0.06602109968662262
Norm Quadratic Average: 13.586751937866211
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.792670726776123
Linear Weight Rank: 4
Intra Cos: 0.550208568572998
Inter Cos: -0.1353827565908432
Norm Quadratic Average: 13.627593040466309
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9754658937454224
Inter Cos: -0.14297039806842804
Norm Quadratic Average: 9.696776390075684
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.36335386753082277
Accuracy: 0.894
NC1 Within Class Collapse: 1.0115348100662231
NC2 Equinorm: Features: 0.03433539345860481, Weights: 0.0351623073220253
NC2 Equiangle: Features: 0.2023396889368693, Weights: 0.11584625641504924
NC3 Self-Duality: 0.258338063955307
NC4 NCC Mismatch: 0.01200000000000001

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.015838623046875
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
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: 8.067253112792969
Linear Weight Rank: 180
Intra Cos: 0.07368592172861099
Inter Cos: 0.0026269201189279556
Norm Quadratic Average: 13.681890487670898
Nearest Class Center Accuracy: 0.869

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.988380432128906
Linear Weight Rank: 180
Intra Cos: 0.11134098470211029
Inter Cos: 7.95093656051904e-05
Norm Quadratic Average: 13.661567687988281
Nearest Class Center Accuracy: 0.9045

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.976929664611816
Linear Weight Rank: 180
Intra Cos: 0.1286701112985611
Inter Cos: -0.000209359684959054
Norm Quadratic Average: 13.643963813781738
Nearest Class Center Accuracy: 0.9055

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.924393653869629
Linear Weight Rank: 179
Intra Cos: 0.1458691656589508
Inter Cos: 0.0005480556283146143
Norm Quadratic Average: 13.59352970123291
Nearest Class Center Accuracy: 0.9115

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9261369705200195
Linear Weight Rank: 180
Intra Cos: 0.15568627417087555
Inter Cos: -0.00018933136016130447
Norm Quadratic Average: 13.572271347045898
Nearest Class Center Accuracy: 0.9005

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.891289710998535
Linear Weight Rank: 179
Intra Cos: 0.16882474720478058
Inter Cos: -0.0037251096218824387
Norm Quadratic Average: 13.503076553344727
Nearest Class Center Accuracy: 0.894

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.879455089569092
Linear Weight Rank: 180
Intra Cos: 0.17872193455696106
Inter Cos: -0.0033392813056707382
Norm Quadratic Average: 13.375874519348145
Nearest Class Center Accuracy: 0.89

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.884814739227295
Linear Weight Rank: 179
Intra Cos: 0.20444568991661072
Inter Cos: -0.010405580513179302
Norm Quadratic Average: 13.2565279006958
Nearest Class Center Accuracy: 0.892

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8931193351745605
Linear Weight Rank: 179
Intra Cos: 0.24861228466033936
Inter Cos: -0.01448468491435051
Norm Quadratic Average: 13.129514694213867
Nearest Class Center Accuracy: 0.892

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.896535873413086
Linear Weight Rank: 179
Intra Cos: 0.29403841495513916
Inter Cos: -0.022577133029699326
Norm Quadratic Average: 13.010337829589844
Nearest Class Center Accuracy: 0.898

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.792670726776123
Linear Weight Rank: 4
Intra Cos: 0.3890191614627838
Inter Cos: -0.06313955038785934
Norm Quadratic Average: 12.769490242004395
Nearest Class Center Accuracy: 0.8975

Output Layer:
Intra Cos: 0.7359912395477295
Inter Cos: -0.06094590574502945
Norm Quadratic Average: 8.758922576904297
Nearest Class Center Accuracy: 0.8935

