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_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.267788887023926
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: 8.31507396697998
Linear Weight Rank: 179
Intra Cos: 0.07227307558059692
Inter Cos: 0.0026354778092354536
Norm Quadratic Average: 14.133684158325195
Nearest Class Center Accuracy: 0.861125

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.23458480834961
Linear Weight Rank: 179
Intra Cos: 0.1166377067565918
Inter Cos: 0.0023015178740024567
Norm Quadratic Average: 14.097042083740234
Nearest Class Center Accuracy: 0.909375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.223511695861816
Linear Weight Rank: 180
Intra Cos: 0.13336312770843506
Inter Cos: 0.003795769065618515
Norm Quadratic Average: 14.099676132202148
Nearest Class Center Accuracy: 0.9355

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.169662475585938
Linear Weight Rank: 179
Intra Cos: 0.1554250866174698
Inter Cos: -1.2728385627269745e-05
Norm Quadratic Average: 14.10132884979248
Nearest Class Center Accuracy: 0.960625

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.172497749328613
Linear Weight Rank: 180
Intra Cos: 0.16734397411346436
Inter Cos: -0.0058463215827941895
Norm Quadratic Average: 14.0806303024292
Nearest Class Center Accuracy: 0.976375

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.137407302856445
Linear Weight Rank: 180
Intra Cos: 0.18291310966014862
Inter Cos: -0.010395900346338749
Norm Quadratic Average: 14.07012939453125
Nearest Class Center Accuracy: 0.9905

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.125580787658691
Linear Weight Rank: 180
Intra Cos: 0.22231926023960114
Inter Cos: -0.006564328912645578
Norm Quadratic Average: 14.02580451965332
Nearest Class Center Accuracy: 0.9985

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.13152027130127
Linear Weight Rank: 179
Intra Cos: 0.27704930305480957
Inter Cos: -0.015762146562337875
Norm Quadratic Average: 13.979960441589355
Nearest Class Center Accuracy: 0.999625

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.140214920043945
Linear Weight Rank: 179
Intra Cos: 0.3633294403553009
Inter Cos: -0.04016435891389847
Norm Quadratic Average: 13.968477249145508
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.143672943115234
Linear Weight Rank: 179
Intra Cos: 0.41456982493400574
Inter Cos: -0.06744897365570068
Norm Quadratic Average: 13.976617813110352
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.824333906173706
Linear Weight Rank: 4
Intra Cos: 0.5313385725021362
Inter Cos: -0.12131591886281967
Norm Quadratic Average: 14.027297973632812
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9751086831092834
Inter Cos: -0.13477928936481476
Norm Quadratic Average: 10.022835731506348
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.3762268171310425
Accuracy: 0.886
NC1 Within Class Collapse: 1.0440819263458252
NC2 Equinorm: Features: 0.039169710129499435, Weights: 0.034772805869579315
NC2 Equiangle: Features: 0.20952979723612467, Weights: 0.1228991945584615
NC3 Self-Duality: 0.2695484161376953
NC4 NCC Mismatch: 0.019000000000000017

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.267788887023926
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: 8.31507396697998
Linear Weight Rank: 179
Intra Cos: 0.07328685373067856
Inter Cos: 0.003015745896846056
Norm Quadratic Average: 14.112652778625488
Nearest Class Center Accuracy: 0.8675

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.23458480834961
Linear Weight Rank: 179
Intra Cos: 0.11388520151376724
Inter Cos: 0.002637615194544196
Norm Quadratic Average: 14.097562789916992
Nearest Class Center Accuracy: 0.9015

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.223511695861816
Linear Weight Rank: 180
Intra Cos: 0.12872664630413055
Inter Cos: 0.0012447803746908903
Norm Quadratic Average: 14.085301399230957
Nearest Class Center Accuracy: 0.91

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.169662475585938
Linear Weight Rank: 179
Intra Cos: 0.14509518444538116
Inter Cos: -0.002052873373031616
Norm Quadratic Average: 14.05854320526123
Nearest Class Center Accuracy: 0.9105

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.172497749328613
Linear Weight Rank: 180
Intra Cos: 0.15303054451942444
Inter Cos: -0.0030009131878614426
Norm Quadratic Average: 14.003532409667969
Nearest Class Center Accuracy: 0.902

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.137407302856445
Linear Weight Rank: 180
Intra Cos: 0.16209767758846283
Inter Cos: -0.004672513343393803
Norm Quadratic Average: 13.990506172180176
Nearest Class Center Accuracy: 0.899

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.125580787658691
Linear Weight Rank: 180
Intra Cos: 0.18606537580490112
Inter Cos: -0.0008611129596829414
Norm Quadratic Average: 13.84204387664795
Nearest Class Center Accuracy: 0.8955

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.13152027130127
Linear Weight Rank: 179
Intra Cos: 0.2185867428779602
Inter Cos: -0.009832269512116909
Norm Quadratic Average: 13.715353965759277
Nearest Class Center Accuracy: 0.8985

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.140214920043945
Linear Weight Rank: 179
Intra Cos: 0.2569292187690735
Inter Cos: -0.02207043021917343
Norm Quadratic Average: 13.587478637695312
Nearest Class Center Accuracy: 0.8905

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.143672943115234
Linear Weight Rank: 179
Intra Cos: 0.28816482424736023
Inter Cos: -0.024798527359962463
Norm Quadratic Average: 13.46399974822998
Nearest Class Center Accuracy: 0.8935

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.824333906173706
Linear Weight Rank: 4
Intra Cos: 0.3859642744064331
Inter Cos: -0.054928600788116455
Norm Quadratic Average: 13.252352714538574
Nearest Class Center Accuracy: 0.8885

Output Layer:
Intra Cos: 0.7239400744438171
Inter Cos: -0.05784453824162483
Norm Quadratic Average: 9.153582572937012
Nearest Class Center Accuracy: 0.8905

