Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_12_model_type_MLP_rand_seed_846264_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.833536148071289
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
Inter Cos: 0.0017584841698408127
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: 7.792454719543457
Linear Weight Rank: 179
Intra Cos: 0.05371667817234993
Inter Cos: 0.005676603410393
Norm Quadratic Average: 4.640544414520264
Nearest Class Center Accuracy: 0.806625

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.775501728057861
Linear Weight Rank: 179
Intra Cos: 0.05292227119207382
Inter Cos: 0.011086754500865936
Norm Quadratic Average: 1.593483805656433
Nearest Class Center Accuracy: 0.709875

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.749349117279053
Linear Weight Rank: 179
Intra Cos: 0.04956144094467163
Inter Cos: 0.01134386658668518
Norm Quadratic Average: 0.5793038606643677
Nearest Class Center Accuracy: 0.68675

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.765198707580566
Linear Weight Rank: 180
Intra Cos: 0.04790077731013298
Inter Cos: 0.006431723013520241
Norm Quadratic Average: 0.2194400429725647
Nearest Class Center Accuracy: 0.624125

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.757439136505127
Linear Weight Rank: 179
Intra Cos: 0.049593616276979446
Inter Cos: 0.017336297780275345
Norm Quadratic Average: 0.08368337154388428
Nearest Class Center Accuracy: 0.59075

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.763937473297119
Linear Weight Rank: 180
Intra Cos: 0.04819303750991821
Inter Cos: 0.012856058776378632
Norm Quadratic Average: 0.0304239634424448
Nearest Class Center Accuracy: 0.595375

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.753782749176025
Linear Weight Rank: 179
Intra Cos: 0.04432082176208496
Inter Cos: 0.007250692695379257
Norm Quadratic Average: 0.012160824611783028
Nearest Class Center Accuracy: 0.55475

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7712836265563965
Linear Weight Rank: 179
Intra Cos: 0.042367320507764816
Inter Cos: 0.004244736861437559
Norm Quadratic Average: 0.0048404885455966
Nearest Class Center Accuracy: 0.53825

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7616472244262695
Linear Weight Rank: 180
Intra Cos: 0.03606218844652176
Inter Cos: 0.009234520606696606
Norm Quadratic Average: 0.001906194956973195
Nearest Class Center Accuracy: 0.509625

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.759734630584717
Linear Weight Rank: 180
Intra Cos: 0.036250777542591095
Inter Cos: 0.006872087717056274
Norm Quadratic Average: 0.0008049843017943203
Nearest Class Center Accuracy: 0.476

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.1065205335617065
Linear Weight Rank: 4
Intra Cos: 0.031340401619672775
Inter Cos: 0.007359862793236971
Norm Quadratic Average: 0.0003096408909186721
Nearest Class Center Accuracy: 0.473125

Output Layer:
Intra Cos: 0.0521608404815197
Inter Cos: 0.02249862067401409
Norm Quadratic Average: 2.4525261324015446e-05
Nearest Class Center Accuracy: 0.423375

Test Set:
Average Loss: 1.3874932441711425
Accuracy: 0.257
NC1 Within Class Collapse: 100.93341064453125
NC2 Equinorm: Features: 0.11721312254667282, Weights: 0.03875754028558731
NC2 Equiangle: Features: 0.42302624384562176, Weights: 0.31664685408274335
NC3 Self-Duality: 1.816287875175476
NC4 NCC Mismatch: 0.741

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.833536148071289
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.00331290066242218
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: 7.792454719543457
Linear Weight Rank: 179
Intra Cos: 0.05187925323843956
Inter Cos: 0.002867800183594227
Norm Quadratic Average: 4.6336259841918945
Nearest Class Center Accuracy: 0.82

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.775501728057861
Linear Weight Rank: 179
Intra Cos: 0.049736618995666504
Inter Cos: 0.00603522127494216
Norm Quadratic Average: 1.5877453088760376
Nearest Class Center Accuracy: 0.7185

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.749349117279053
Linear Weight Rank: 179
Intra Cos: 0.0447283573448658
Inter Cos: 0.005928889848291874
Norm Quadratic Average: 0.5781340599060059
Nearest Class Center Accuracy: 0.683

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.765198707580566
Linear Weight Rank: 180
Intra Cos: 0.04519817605614662
Inter Cos: 0.008504556491971016
Norm Quadratic Average: 0.21879889070987701
Nearest Class Center Accuracy: 0.642

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.757439136505127
Linear Weight Rank: 179
Intra Cos: 0.05017749220132828
Inter Cos: 0.01888131909072399
Norm Quadratic Average: 0.08368317037820816
Nearest Class Center Accuracy: 0.597

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.763937473297119
Linear Weight Rank: 180
Intra Cos: 0.05026505887508392
Inter Cos: 0.01328196469694376
Norm Quadratic Average: 0.030342016369104385
Nearest Class Center Accuracy: 0.607

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.753782749176025
Linear Weight Rank: 179
Intra Cos: 0.04622142016887665
Inter Cos: 0.008474405854940414
Norm Quadratic Average: 0.012118810787796974
Nearest Class Center Accuracy: 0.571

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7712836265563965
Linear Weight Rank: 179
Intra Cos: 0.04570257291197777
Inter Cos: 0.005794344935566187
Norm Quadratic Average: 0.004825271666049957
Nearest Class Center Accuracy: 0.537

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7616472244262695
Linear Weight Rank: 180
Intra Cos: 0.040269885212183
Inter Cos: 0.011684118770062923
Norm Quadratic Average: 0.0019086800748482347
Nearest Class Center Accuracy: 0.511

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.759734630584717
Linear Weight Rank: 180
Intra Cos: 0.04199359938502312
Inter Cos: 0.009065120480954647
Norm Quadratic Average: 0.0008068259921856225
Nearest Class Center Accuracy: 0.484

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.1065205335617065
Linear Weight Rank: 4
Intra Cos: 0.03533892706036568
Inter Cos: 0.01036830898374319
Norm Quadratic Average: 0.0003102784976363182
Nearest Class Center Accuracy: 0.4835

Output Layer:
Intra Cos: 0.04421348497271538
Inter Cos: 0.008338803425431252
Norm Quadratic Average: 2.477426824043505e-05
Nearest Class Center Accuracy: 0.434

