Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_6_model_type_MLP_rand_seed_979323_weight_decay_0.07.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.2209438681602478
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
Inter Cos: 0.0017584897577762604
Norm Quadratic Average: 4.001680374145508
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.21862097084522247
Linear Weight Rank: 180
Intra Cos: 0.06015453860163689
Inter Cos: 0.007368636317551136
Norm Quadratic Average: 0.13198871910572052
Nearest Class Center Accuracy: 0.830875

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.2184104174375534
Linear Weight Rank: 180
Intra Cos: 0.046885330229997635
Inter Cos: 0.01803363673388958
Norm Quadratic Average: 0.0014457587385550141
Nearest Class Center Accuracy: 0.729125

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.21985085308551788
Linear Weight Rank: 179
Intra Cos: 0.042094968259334564
Inter Cos: 0.019907156005501747
Norm Quadratic Average: 1.5357669326476753e-05
Nearest Class Center Accuracy: 0.655125

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.2188417613506317
Linear Weight Rank: 180
Intra Cos: 0.043607182800769806
Inter Cos: 0.019735919311642647
Norm Quadratic Average: 1.7404266827725223e-07
Nearest Class Center Accuracy: 0.627125

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 0.03295063227415085
Linear Weight Rank: 4
Intra Cos: 0.9151096343994141
Inter Cos: 0.9193249344825745
Norm Quadratic Average: 6.361315474379126e-09
Nearest Class Center Accuracy: 0.421625

Output Layer:
Intra Cos: 1.0000001192092896
Inter Cos: 1.0000003576278687
Norm Quadratic Average: 4.682616960849373e-08
Nearest Class Center Accuracy: 0.238375

Test Set:
Average Loss: 1.3868434867858888
Accuracy: 0.257
NC1 Within Class Collapse: 2.1072068214416504
NC2 Equinorm: Features: 0.07069219648838043, Weights: 0.03489849716424942
NC2 Equiangle: Features: 0.3125499089558919, Weights: 0.304501215616862
NC3 Self-Duality: 2.1080665588378906
NC4 NCC Mismatch: 0.6405000000000001

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.2209438681602478
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.003312898799777031
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.21862097084522247
Linear Weight Rank: 180
Intra Cos: 0.058120448142290115
Inter Cos: 0.007192538119852543
Norm Quadratic Average: 0.13165219128131866
Nearest Class Center Accuracy: 0.8405

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.2184104174375534
Linear Weight Rank: 180
Intra Cos: 0.04327826574444771
Inter Cos: 0.01739875227212906
Norm Quadratic Average: 0.001438650768250227
Nearest Class Center Accuracy: 0.7595

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.21985085308551788
Linear Weight Rank: 179
Intra Cos: 0.04079746454954147
Inter Cos: 0.020985398441553116
Norm Quadratic Average: 1.5273646567948163e-05
Nearest Class Center Accuracy: 0.6755

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.2188417613506317
Linear Weight Rank: 180
Intra Cos: 0.042054228484630585
Inter Cos: 0.0218385960906744
Norm Quadratic Average: 1.7321275436188444e-07
Nearest Class Center Accuracy: 0.637

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 0.03295063227415085
Linear Weight Rank: 4
Intra Cos: 0.5774474740028381
Inter Cos: 0.5733973979949951
Norm Quadratic Average: 2.751612049323171e-09
Nearest Class Center Accuracy: 0.5

Output Layer:
Intra Cos: 0.9999998807907104
Inter Cos: 1.000000238418579
Norm Quadratic Average: 4.547296228452069e-08
Nearest Class Center Accuracy: 0.2545

