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_846264_weight_decay_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.231297492980957
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: 8.344337463378906
Linear Weight Rank: 179
Intra Cos: 0.06665810197591782
Inter Cos: 0.004683723673224449
Norm Quadratic Average: 14.00495433807373
Nearest Class Center Accuracy: 0.865875

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.262035369873047
Linear Weight Rank: 179
Intra Cos: 0.10093244165182114
Inter Cos: 0.0042581697925925255
Norm Quadratic Average: 13.958832740783691
Nearest Class Center Accuracy: 0.91075

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.201630592346191
Linear Weight Rank: 179
Intra Cos: 0.12486924976110458
Inter Cos: -0.001533627975732088
Norm Quadratic Average: 13.97869873046875
Nearest Class Center Accuracy: 0.941375

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.19222640991211
Linear Weight Rank: 180
Intra Cos: 0.13971149921417236
Inter Cos: -0.002855946309864521
Norm Quadratic Average: 13.957645416259766
Nearest Class Center Accuracy: 0.95775

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.164878845214844
Linear Weight Rank: 179
Intra Cos: 0.16455337405204773
Inter Cos: -0.007444122340530157
Norm Quadratic Average: 13.927111625671387
Nearest Class Center Accuracy: 0.977625

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.157735824584961
Linear Weight Rank: 180
Intra Cos: 0.19121474027633667
Inter Cos: -0.006017989479005337
Norm Quadratic Average: 13.904877662658691
Nearest Class Center Accuracy: 0.993125

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.137503623962402
Linear Weight Rank: 179
Intra Cos: 0.2355247139930725
Inter Cos: -0.014661435037851334
Norm Quadratic Average: 13.884655952453613
Nearest Class Center Accuracy: 0.997125

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.149452209472656
Linear Weight Rank: 179
Intra Cos: 0.257072389125824
Inter Cos: -0.020607806742191315
Norm Quadratic Average: 13.895561218261719
Nearest Class Center Accuracy: 0.999875

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.135454177856445
Linear Weight Rank: 180
Intra Cos: 0.3175199329853058
Inter Cos: -0.041755396872758865
Norm Quadratic Average: 13.89968204498291
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.131284713745117
Linear Weight Rank: 180
Intra Cos: 0.4267188012599945
Inter Cos: -0.07343573868274689
Norm Quadratic Average: 13.931025505065918
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8414340019226074
Linear Weight Rank: 4
Intra Cos: 0.5629664659500122
Inter Cos: -0.12401019781827927
Norm Quadratic Average: 14.028911590576172
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9726464748382568
Inter Cos: -0.17111462354660034
Norm Quadratic Average: 10.10067081451416
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.3762073173522949
Accuracy: 0.89
NC1 Within Class Collapse: 1.0458083152770996
NC2 Equinorm: Features: 0.05339125543832779, Weights: 0.01886020228266716
NC2 Equiangle: Features: 0.19072651863098145, Weights: 0.12524386246999106
NC3 Self-Duality: 0.25711968541145325
NC4 NCC Mismatch: 0.01749999999999996

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.231297492980957
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: 8.344337463378906
Linear Weight Rank: 179
Intra Cos: 0.06504891812801361
Inter Cos: 0.0024617044255137444
Norm Quadratic Average: 13.991037368774414
Nearest Class Center Accuracy: 0.8685

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.262035369873047
Linear Weight Rank: 179
Intra Cos: 0.09632287919521332
Inter Cos: 0.004697258584201336
Norm Quadratic Average: 13.952593803405762
Nearest Class Center Accuracy: 0.8985

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.201630592346191
Linear Weight Rank: 179
Intra Cos: 0.11758212000131607
Inter Cos: 0.00023855280596762896
Norm Quadratic Average: 13.998594284057617
Nearest Class Center Accuracy: 0.917

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.19222640991211
Linear Weight Rank: 180
Intra Cos: 0.1262965351343155
Inter Cos: -0.0041919127106666565
Norm Quadratic Average: 13.881933212280273
Nearest Class Center Accuracy: 0.898

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.164878845214844
Linear Weight Rank: 179
Intra Cos: 0.14156852662563324
Inter Cos: 0.003461691550910473
Norm Quadratic Average: 13.82740306854248
Nearest Class Center Accuracy: 0.891

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.157735824584961
Linear Weight Rank: 180
Intra Cos: 0.158138707280159
Inter Cos: -0.004044648725539446
Norm Quadratic Average: 13.763203620910645
Nearest Class Center Accuracy: 0.8955

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.137503623962402
Linear Weight Rank: 179
Intra Cos: 0.1884952038526535
Inter Cos: -0.0005828305147588253
Norm Quadratic Average: 13.687310218811035
Nearest Class Center Accuracy: 0.8945

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.149452209472656
Linear Weight Rank: 179
Intra Cos: 0.20854690670967102
Inter Cos: 0.006069147028028965
Norm Quadratic Average: 13.591228485107422
Nearest Class Center Accuracy: 0.8955

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.135454177856445
Linear Weight Rank: 180
Intra Cos: 0.24535927176475525
Inter Cos: -0.00033641105983406305
Norm Quadratic Average: 13.417906761169434
Nearest Class Center Accuracy: 0.8945

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.131284713745117
Linear Weight Rank: 180
Intra Cos: 0.3023684024810791
Inter Cos: -0.012935584411025047
Norm Quadratic Average: 13.269822120666504
Nearest Class Center Accuracy: 0.8955

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8414340019226074
Linear Weight Rank: 4
Intra Cos: 0.3619915544986725
Inter Cos: -0.04463524371385574
Norm Quadratic Average: 13.110387802124023
Nearest Class Center Accuracy: 0.896

Output Layer:
Intra Cos: 0.7046731114387512
Inter Cos: -0.05202125385403633
Norm Quadratic Average: 9.085112571716309
Nearest Class Center Accuracy: 0.896

