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_338327_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.034576416015625
Linear Weight Rank: 16
Intra Cos: 0.07988918572664261
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: 8.152668952941895
Linear Weight Rank: 180
Intra Cos: 0.07406031340360641
Inter Cos: 0.001690968289040029
Norm Quadratic Average: 13.749248504638672
Nearest Class Center Accuracy: 0.861125

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.067933082580566
Linear Weight Rank: 179
Intra Cos: 0.1126752719283104
Inter Cos: 0.0011756536550819874
Norm Quadratic Average: 13.754790306091309
Nearest Class Center Accuracy: 0.912125

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.021668434143066
Linear Weight Rank: 179
Intra Cos: 0.1331285834312439
Inter Cos: -7.896684110164642e-06
Norm Quadratic Average: 13.741896629333496
Nearest Class Center Accuracy: 0.931625

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.018038749694824
Linear Weight Rank: 180
Intra Cos: 0.16465097665786743
Inter Cos: 0.007287782616913319
Norm Quadratic Average: 13.698895454406738
Nearest Class Center Accuracy: 0.96025

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.008408546447754
Linear Weight Rank: 179
Intra Cos: 0.17865656316280365
Inter Cos: 0.010949132964015007
Norm Quadratic Average: 13.704509735107422
Nearest Class Center Accuracy: 0.977125

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.978220462799072
Linear Weight Rank: 180
Intra Cos: 0.20361226797103882
Inter Cos: -0.001986605580896139
Norm Quadratic Average: 13.66042423248291
Nearest Class Center Accuracy: 0.989625

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.989960193634033
Linear Weight Rank: 179
Intra Cos: 0.23412159085273743
Inter Cos: -0.01851343736052513
Norm Quadratic Average: 13.634443283081055
Nearest Class Center Accuracy: 0.99675

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.980062484741211
Linear Weight Rank: 179
Intra Cos: 0.2787209153175354
Inter Cos: -0.029911542311310768
Norm Quadratic Average: 13.626029014587402
Nearest Class Center Accuracy: 0.999875

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.958087921142578
Linear Weight Rank: 180
Intra Cos: 0.33226990699768066
Inter Cos: -0.05515642091631889
Norm Quadratic Average: 13.623900413513184
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.968852519989014
Linear Weight Rank: 180
Intra Cos: 0.41189566254615784
Inter Cos: -0.06413885205984116
Norm Quadratic Average: 13.628616333007812
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8129150867462158
Linear Weight Rank: 4
Intra Cos: 0.5276561379432678
Inter Cos: -0.13218942284584045
Norm Quadratic Average: 13.742452621459961
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9757384061813354
Inter Cos: -0.17737054824829102
Norm Quadratic Average: 9.790520668029785
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.41046719551086425
Accuracy: 0.872
NC1 Within Class Collapse: 1.1199580430984497
NC2 Equinorm: Features: 0.0335245281457901, Weights: 0.018234800547361374
NC2 Equiangle: Features: 0.19643537203470865, Weights: 0.12398497263590495
NC3 Self-Duality: 0.24256682395935059
NC4 NCC Mismatch: 0.01749999999999996

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.034576416015625
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
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: 8.152668952941895
Linear Weight Rank: 180
Intra Cos: 0.07617902010679245
Inter Cos: 0.004456848371773958
Norm Quadratic Average: 13.735945701599121
Nearest Class Center Accuracy: 0.8575

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.067933082580566
Linear Weight Rank: 179
Intra Cos: 0.11167006194591522
Inter Cos: 0.0060358368791639805
Norm Quadratic Average: 13.75516128540039
Nearest Class Center Accuracy: 0.8955

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.021668434143066
Linear Weight Rank: 179
Intra Cos: 0.1276157647371292
Inter Cos: 0.004245265852659941
Norm Quadratic Average: 13.753399848937988
Nearest Class Center Accuracy: 0.896

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.018038749694824
Linear Weight Rank: 180
Intra Cos: 0.15518446266651154
Inter Cos: 0.013131405226886272
Norm Quadratic Average: 13.716527938842773
Nearest Class Center Accuracy: 0.901

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.008408546447754
Linear Weight Rank: 179
Intra Cos: 0.15653404593467712
Inter Cos: 0.01654372736811638
Norm Quadratic Average: 13.670845031738281
Nearest Class Center Accuracy: 0.8875

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.978220462799072
Linear Weight Rank: 180
Intra Cos: 0.17931914329528809
Inter Cos: 0.00769778061658144
Norm Quadratic Average: 13.576223373413086
Nearest Class Center Accuracy: 0.8915

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.989960193634033
Linear Weight Rank: 179
Intra Cos: 0.1878695785999298
Inter Cos: -0.001974775455892086
Norm Quadratic Average: 13.483545303344727
Nearest Class Center Accuracy: 0.896

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.980062484741211
Linear Weight Rank: 179
Intra Cos: 0.20853625237941742
Inter Cos: -0.01509128138422966
Norm Quadratic Average: 13.338685989379883
Nearest Class Center Accuracy: 0.891

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.958087921142578
Linear Weight Rank: 180
Intra Cos: 0.23290058970451355
Inter Cos: -0.02284855581820011
Norm Quadratic Average: 13.163006782531738
Nearest Class Center Accuracy: 0.885

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.968852519989014
Linear Weight Rank: 180
Intra Cos: 0.28646427392959595
Inter Cos: -0.025692226365208626
Norm Quadratic Average: 13.030104637145996
Nearest Class Center Accuracy: 0.8785

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8129150867462158
Linear Weight Rank: 4
Intra Cos: 0.3588867783546448
Inter Cos: -0.04430565983057022
Norm Quadratic Average: 12.895081520080566
Nearest Class Center Accuracy: 0.8775

Output Layer:
Intra Cos: 0.6872175931930542
Inter Cos: -0.056774839758872986
Norm Quadratic Average: 8.831954956054688
Nearest Class Center Accuracy: 0.8765

