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_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.120889663696289
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: 8.078194618225098
Linear Weight Rank: 179
Intra Cos: 0.05371501296758652
Inter Cos: 0.005677065346390009
Norm Quadratic Average: 4.810773849487305
Nearest Class Center Accuracy: 0.806625

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.060613632202148
Linear Weight Rank: 179
Intra Cos: 0.05296279489994049
Inter Cos: 0.011131775565445423
Norm Quadratic Average: 1.7120496034622192
Nearest Class Center Accuracy: 0.709875

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.033500671386719
Linear Weight Rank: 179
Intra Cos: 0.04970207437872887
Inter Cos: 0.011288139969110489
Norm Quadratic Average: 0.6439048647880554
Nearest Class Center Accuracy: 0.687

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.049935340881348
Linear Weight Rank: 180
Intra Cos: 0.048160575330257416
Inter Cos: 0.006672275718301535
Norm Quadratic Average: 0.25211745500564575
Nearest Class Center Accuracy: 0.626125

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.041897773742676
Linear Weight Rank: 179
Intra Cos: 0.049490250647068024
Inter Cos: 0.016307342797517776
Norm Quadratic Average: 0.0993306040763855
Nearest Class Center Accuracy: 0.5915

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.048648834228516
Linear Weight Rank: 180
Intra Cos: 0.04914840683341026
Inter Cos: 0.01213587075471878
Norm Quadratic Average: 0.03727487102150917
Nearest Class Center Accuracy: 0.595875

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.038105964660645
Linear Weight Rank: 179
Intra Cos: 0.04481048136949539
Inter Cos: 0.006251191254705191
Norm Quadratic Average: 0.015404348261654377
Nearest Class Center Accuracy: 0.560125

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.056241989135742
Linear Weight Rank: 179
Intra Cos: 0.04335840418934822
Inter Cos: 0.005910736508667469
Norm Quadratic Average: 0.00638187862932682
Nearest Class Center Accuracy: 0.539375

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.046232223510742
Linear Weight Rank: 180
Intra Cos: 0.03624384477734566
Inter Cos: 0.006036295555531979
Norm Quadratic Average: 0.0025986824184656143
Nearest Class Center Accuracy: 0.514125

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.044205665588379
Linear Weight Rank: 180
Intra Cos: 0.035908471792936325
Inter Cos: 0.005182272754609585
Norm Quadratic Average: 0.0011376121547073126
Nearest Class Center Accuracy: 0.4765

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.1468888521194458
Linear Weight Rank: 4
Intra Cos: 0.029665794223546982
Inter Cos: 0.005324237048625946
Norm Quadratic Average: 0.000445091282017529
Nearest Class Center Accuracy: 0.479125

Output Layer:
Intra Cos: 0.04708777740597725
Inter Cos: 0.03279389441013336
Norm Quadratic Average: 3.5450422728899866e-05
Nearest Class Center Accuracy: 0.427

Test Set:
Average Loss: 1.387501636505127
Accuracy: 0.257
NC1 Within Class Collapse: 88.38249206542969
NC2 Equinorm: Features: 0.1288832277059555, Weights: 0.03881749510765076
NC2 Equiangle: Features: 0.41925803820292157, Weights: 0.3167485197385152
NC3 Self-Duality: 1.7998273372650146
NC4 NCC Mismatch: 0.7384999999999999

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.120889663696289
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: 8.078194618225098
Linear Weight Rank: 179
Intra Cos: 0.05187773331999779
Inter Cos: 0.002867722185328603
Norm Quadratic Average: 4.803601264953613
Nearest Class Center Accuracy: 0.82

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.060613632202148
Linear Weight Rank: 179
Intra Cos: 0.049767810851335526
Inter Cos: 0.006081360392272472
Norm Quadratic Average: 1.705897331237793
Nearest Class Center Accuracy: 0.718

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.033500671386719
Linear Weight Rank: 179
Intra Cos: 0.044893380254507065
Inter Cos: 0.005885072518140078
Norm Quadratic Average: 0.6426630020141602
Nearest Class Center Accuracy: 0.683

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.049935340881348
Linear Weight Rank: 180
Intra Cos: 0.04542809724807739
Inter Cos: 0.008757395669817924
Norm Quadratic Average: 0.25143754482269287
Nearest Class Center Accuracy: 0.643

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.041897773742676
Linear Weight Rank: 179
Intra Cos: 0.05004437640309334
Inter Cos: 0.017988204956054688
Norm Quadratic Average: 0.09934328496456146
Nearest Class Center Accuracy: 0.5975

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.048648834228516
Linear Weight Rank: 180
Intra Cos: 0.05121095851063728
Inter Cos: 0.01247574482113123
Norm Quadratic Average: 0.03716577589511871
Nearest Class Center Accuracy: 0.607

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.038105964660645
Linear Weight Rank: 179
Intra Cos: 0.046739187091588974
Inter Cos: 0.007255550008267164
Norm Quadratic Average: 0.015345358289778233
Nearest Class Center Accuracy: 0.576

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.056241989135742
Linear Weight Rank: 179
Intra Cos: 0.045594241470098495
Inter Cos: 0.00751716922968626
Norm Quadratic Average: 0.006358189042657614
Nearest Class Center Accuracy: 0.5345

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.046232223510742
Linear Weight Rank: 180
Intra Cos: 0.04002848640084267
Inter Cos: 0.008098102174699306
Norm Quadratic Average: 0.0026002649683505297
Nearest Class Center Accuracy: 0.5065

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.044205665588379
Linear Weight Rank: 180
Intra Cos: 0.04138440638780594
Inter Cos: 0.006201049312949181
Norm Quadratic Average: 0.0011395887704566121
Nearest Class Center Accuracy: 0.485

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.1468888521194458
Linear Weight Rank: 4
Intra Cos: 0.032237447798252106
Inter Cos: 0.006302378606051207
Norm Quadratic Average: 0.00044515394256450236
Nearest Class Center Accuracy: 0.4835

Output Layer:
Intra Cos: 0.038650985807180405
Inter Cos: 0.01682092994451523
Norm Quadratic Average: 3.5695476981345564e-05
Nearest Class Center Accuracy: 0.427

