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_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.832152843475342
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: 7.948169231414795
Linear Weight Rank: 180
Intra Cos: 0.07391239702701569
Inter Cos: 0.0021759718656539917
Norm Quadratic Average: 13.398097038269043
Nearest Class Center Accuracy: 0.85775

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.865495681762695
Linear Weight Rank: 180
Intra Cos: 0.10739783197641373
Inter Cos: 0.002779182279482484
Norm Quadratic Average: 13.41288948059082
Nearest Class Center Accuracy: 0.915625

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.817923545837402
Linear Weight Rank: 179
Intra Cos: 0.12923546135425568
Inter Cos: 0.0030628712847828865
Norm Quadratic Average: 13.382829666137695
Nearest Class Center Accuracy: 0.933

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.814169406890869
Linear Weight Rank: 180
Intra Cos: 0.16340681910514832
Inter Cos: 0.007711688056588173
Norm Quadratic Average: 13.345611572265625
Nearest Class Center Accuracy: 0.961375

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8053412437438965
Linear Weight Rank: 180
Intra Cos: 0.1794099062681198
Inter Cos: 0.014184570871293545
Norm Quadratic Average: 13.353506088256836
Nearest Class Center Accuracy: 0.979

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.775818824768066
Linear Weight Rank: 180
Intra Cos: 0.2027970850467682
Inter Cos: 0.0016474691219627857
Norm Quadratic Average: 13.320178985595703
Nearest Class Center Accuracy: 0.994125

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.786789417266846
Linear Weight Rank: 179
Intra Cos: 0.2283911556005478
Inter Cos: -0.01603441685438156
Norm Quadratic Average: 13.314313888549805
Nearest Class Center Accuracy: 0.99775

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7774505615234375
Linear Weight Rank: 179
Intra Cos: 0.2831006646156311
Inter Cos: -0.032233402132987976
Norm Quadratic Average: 13.283507347106934
Nearest Class Center Accuracy: 0.999875

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.756296157836914
Linear Weight Rank: 180
Intra Cos: 0.3386673331260681
Inter Cos: -0.041739534586668015
Norm Quadratic Average: 13.289569854736328
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.766866207122803
Linear Weight Rank: 180
Intra Cos: 0.42879718542099
Inter Cos: -0.05892045423388481
Norm Quadratic Average: 13.322312355041504
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.7807767391204834
Linear Weight Rank: 4
Intra Cos: 0.5465132594108582
Inter Cos: -0.13254414498806
Norm Quadratic Average: 13.447691917419434
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9767467379570007
Inter Cos: -0.16255025565624237
Norm Quadratic Average: 9.5462007522583
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.40641336917877197
Accuracy: 0.881
NC1 Within Class Collapse: 1.0830470323562622
NC2 Equinorm: Features: 0.030261626467108727, Weights: 0.017767515033483505
NC2 Equiangle: Features: 0.1983241637547811, Weights: 0.12507232030232748
NC3 Self-Duality: 0.23526011407375336
NC4 NCC Mismatch: 0.01749999999999996

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.832152843475342
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: 7.948169231414795
Linear Weight Rank: 180
Intra Cos: 0.07608348876237869
Inter Cos: 0.004060221370309591
Norm Quadratic Average: 13.387296676635742
Nearest Class Center Accuracy: 0.85

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.865495681762695
Linear Weight Rank: 180
Intra Cos: 0.10539612174034119
Inter Cos: 0.004567119292914867
Norm Quadratic Average: 13.415971755981445
Nearest Class Center Accuracy: 0.8935

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.817923545837402
Linear Weight Rank: 179
Intra Cos: 0.1243896633386612
Inter Cos: 0.008888913318514824
Norm Quadratic Average: 13.385712623596191
Nearest Class Center Accuracy: 0.897

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.814169406890869
Linear Weight Rank: 180
Intra Cos: 0.14811746776103973
Inter Cos: 0.01290305145084858
Norm Quadratic Average: 13.323077201843262
Nearest Class Center Accuracy: 0.903

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8053412437438965
Linear Weight Rank: 180
Intra Cos: 0.15788070857524872
Inter Cos: 0.020153367891907692
Norm Quadratic Average: 13.324719429016113
Nearest Class Center Accuracy: 0.8945

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.775818824768066
Linear Weight Rank: 180
Intra Cos: 0.17634078860282898
Inter Cos: 0.010242236778140068
Norm Quadratic Average: 13.206649780273438
Nearest Class Center Accuracy: 0.8985

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.786789417266846
Linear Weight Rank: 179
Intra Cos: 0.17826855182647705
Inter Cos: 0.00012440630234777927
Norm Quadratic Average: 13.092577934265137
Nearest Class Center Accuracy: 0.8895

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7774505615234375
Linear Weight Rank: 179
Intra Cos: 0.20975817739963531
Inter Cos: -0.014811893925070763
Norm Quadratic Average: 12.98288631439209
Nearest Class Center Accuracy: 0.8945

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.756296157836914
Linear Weight Rank: 180
Intra Cos: 0.23568271100521088
Inter Cos: -0.01827617734670639
Norm Quadratic Average: 12.844596862792969
Nearest Class Center Accuracy: 0.895

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.766866207122803
Linear Weight Rank: 180
Intra Cos: 0.29124850034713745
Inter Cos: -0.028609737753868103
Norm Quadratic Average: 12.73825454711914
Nearest Class Center Accuracy: 0.8855

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.7807767391204834
Linear Weight Rank: 4
Intra Cos: 0.37842729687690735
Inter Cos: -0.04883476346731186
Norm Quadratic Average: 12.61976432800293
Nearest Class Center Accuracy: 0.888

Output Layer:
Intra Cos: 0.7000135183334351
Inter Cos: -0.05548563599586487
Norm Quadratic Average: 8.613777160644531
Nearest Class Center Accuracy: 0.885

