Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/dataset_mlp3_model_depth_MLP_15_test_samples_1000_train_samples_4000_weight_decay_0.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 17.21306800842285
Linear Weight Rank: 16
Intra Cos: 0.03354979678988457
Inter Cos: -0.005712226033210754
Norm Quadratic Average: 4.000314712524414
Nearest Class Center Accuracy: 0.58025

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 22.951425552368164
Linear Weight Rank: 176
Intra Cos: 0.03353819251060486
Inter Cos: -0.006746469531208277
Norm Quadratic Average: 14.2391996383667
Nearest Class Center Accuracy: 0.64075

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 20.995710372924805
Linear Weight Rank: 176
Intra Cos: 0.04925695061683655
Inter Cos: -0.0091124027967453
Norm Quadratic Average: 14.204194068908691
Nearest Class Center Accuracy: 0.72025

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 17.83689308166504
Linear Weight Rank: 177
Intra Cos: 0.08400201797485352
Inter Cos: -0.01751793548464775
Norm Quadratic Average: 14.159280776977539
Nearest Class Center Accuracy: 0.8555

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 15.188026428222656
Linear Weight Rank: 177
Intra Cos: 0.14633123576641083
Inter Cos: -0.04457668960094452
Norm Quadratic Average: 14.132250785827637
Nearest Class Center Accuracy: 0.9605

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 13.445420265197754
Linear Weight Rank: 177
Intra Cos: 0.2588323652744293
Inter Cos: -0.08199651539325714
Norm Quadratic Average: 14.126182556152344
Nearest Class Center Accuracy: 0.994

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 12.2601318359375
Linear Weight Rank: 178
Intra Cos: 0.4335932731628418
Inter Cos: -0.11413762718439102
Norm Quadratic Average: 14.120200157165527
Nearest Class Center Accuracy: 0.99975

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 11.530171394348145
Linear Weight Rank: 178
Intra Cos: 0.5320828557014465
Inter Cos: -0.1562751680612564
Norm Quadratic Average: 14.091785430908203
Nearest Class Center Accuracy: 1.0

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.948820114135742
Linear Weight Rank: 179
Intra Cos: 0.6434853076934814
Inter Cos: -0.1802612543106079
Norm Quadratic Average: 14.096490859985352
Nearest Class Center Accuracy: 1.0

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.496418952941895
Linear Weight Rank: 179
Intra Cos: 0.6877282857894897
Inter Cos: -0.23048868775367737
Norm Quadratic Average: 14.088327407836914
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.15426254272461
Linear Weight Rank: 179
Intra Cos: 0.7422657608985901
Inter Cos: -0.2288908064365387
Norm Quadratic Average: 14.081238746643066
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 9.941315650939941
Linear Weight Rank: 179
Intra Cos: 0.7751781940460205
Inter Cos: -0.15546460449695587
Norm Quadratic Average: 14.043842315673828
Nearest Class Center Accuracy: 1.0

Layer 12: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 9.893385887145996
Linear Weight Rank: 179
Intra Cos: 0.7668453454971313
Inter Cos: -0.1742856204509735
Norm Quadratic Average: 14.01579761505127
Nearest Class Center Accuracy: 1.0

Layer 13: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 9.986172676086426
Linear Weight Rank: 179
Intra Cos: 0.7671403288841248
Inter Cos: -0.19406428933143616
Norm Quadratic Average: 14.02497386932373
Nearest Class Center Accuracy: 1.0

Layer 14: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.8378963470458984
Linear Weight Rank: 4
Intra Cos: 0.6663209795951843
Inter Cos: -0.10166749358177185
Norm Quadratic Average: 12.412260055541992
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9142996668815613
Inter Cos: -0.213418647646904
Norm Quadratic Average: 13.166960716247559
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 1.519176528930664
Accuracy: 0.741
NC1 Within Class Collapse: 6.7676568031311035
NC2 Equinorm: Features: 0.11712836474180222, Weights: 0.024265984073281288
NC2 Equiangle: Features: 0.07487092912197113, Weights: 0.04380856454372406
NC3 Self-Duality: 0.536440908908844
NC4 NCC Mismatch: 0.10099999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 17.21306800842285
Linear Weight Rank: 16
Intra Cos: 0.03459429368376732
Inter Cos: -0.002618459053337574
Norm Quadratic Average: 3.9999916553497314
Nearest Class Center Accuracy: 0.577

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 22.951425552368164
Linear Weight Rank: 176
Intra Cos: 0.03536517545580864
Inter Cos: -0.002770464401692152
Norm Quadratic Average: 14.247982025146484
Nearest Class Center Accuracy: 0.63

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 20.995710372924805
Linear Weight Rank: 176
Intra Cos: 0.04217638447880745
Inter Cos: -0.0032158992253243923
Norm Quadratic Average: 14.216341972351074
Nearest Class Center Accuracy: 0.656

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 17.83689308166504
Linear Weight Rank: 177
Intra Cos: 0.061665069311857224
Inter Cos: -0.004710413049906492
Norm Quadratic Average: 14.086706161499023
Nearest Class Center Accuracy: 0.7

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 15.188026428222656
Linear Weight Rank: 177
Intra Cos: 0.08715862035751343
Inter Cos: -0.011058664880692959
Norm Quadratic Average: 13.821532249450684
Nearest Class Center Accuracy: 0.712

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 13.445420265197754
Linear Weight Rank: 177
Intra Cos: 0.1301993578672409
Inter Cos: -0.02220875583589077
Norm Quadratic Average: 13.46013069152832
Nearest Class Center Accuracy: 0.735

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 12.2601318359375
Linear Weight Rank: 178
Intra Cos: 0.20445364713668823
Inter Cos: -0.02695583924651146
Norm Quadratic Average: 13.047228813171387
Nearest Class Center Accuracy: 0.742

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 11.530171394348145
Linear Weight Rank: 178
Intra Cos: 0.24643509089946747
Inter Cos: -0.025378094986081123
Norm Quadratic Average: 12.702213287353516
Nearest Class Center Accuracy: 0.744

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.948820114135742
Linear Weight Rank: 179
Intra Cos: 0.29306116700172424
Inter Cos: -0.023136978968977928
Norm Quadratic Average: 12.532361030578613
Nearest Class Center Accuracy: 0.745

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.496418952941895
Linear Weight Rank: 179
Intra Cos: 0.2992304265499115
Inter Cos: -0.04979582503437996
Norm Quadratic Average: 12.48338508605957
Nearest Class Center Accuracy: 0.742

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.15426254272461
Linear Weight Rank: 179
Intra Cos: 0.2999619245529175
Inter Cos: -0.0718112364411354
Norm Quadratic Average: 12.482359886169434
Nearest Class Center Accuracy: 0.744

Layer 11: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 9.941315650939941
Linear Weight Rank: 179
Intra Cos: 0.2949833571910858
Inter Cos: -0.07922283560037613
Norm Quadratic Average: 12.52333927154541
Nearest Class Center Accuracy: 0.74

Layer 12: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 9.893385887145996
Linear Weight Rank: 179
Intra Cos: 0.27833640575408936
Inter Cos: -0.0742223784327507
Norm Quadratic Average: 12.642149925231934
Nearest Class Center Accuracy: 0.742

Layer 13: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 9.986172676086426
Linear Weight Rank: 179
Intra Cos: 0.2707754671573639
Inter Cos: -0.06583555042743683
Norm Quadratic Average: 12.79880142211914
Nearest Class Center Accuracy: 0.74

Layer 14: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.8378963470458984
Linear Weight Rank: 4
Intra Cos: 0.2379913479089737
Inter Cos: 0.004338501021265984
Norm Quadratic Average: 11.523903846740723
Nearest Class Center Accuracy: 0.738

Output Layer:
Intra Cos: 0.40110960602760315
Inter Cos: -0.05851524695754051
Norm Quadratic Average: 11.673583984375
Nearest Class Center Accuracy: 0.745

