Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_9_model_type_MLP_rand_seed_265358_weight_decay_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.083104133605957
Linear Weight Rank: 16
Intra Cos: 0.014583900570869446
Inter Cos: 0.004829855170100927
Norm Quadratic Average: 3.993140459060669
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9784836769104
Linear Weight Rank: 179
Intra Cos: 0.012041506357491016
Inter Cos: 0.003171671647578478
Norm Quadratic Average: 4.732020378112793
Nearest Class Center Accuracy: 0.449875

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.960132598876953
Linear Weight Rank: 179
Intra Cos: 0.009656299836933613
Inter Cos: 0.0034451468382030725
Norm Quadratic Average: 1.7447409629821777
Nearest Class Center Accuracy: 0.4255

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9847517013549805
Linear Weight Rank: 180
Intra Cos: 0.00884304940700531
Inter Cos: 0.005514989607036114
Norm Quadratic Average: 0.6457173824310303
Nearest Class Center Accuracy: 0.4175

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.957106113433838
Linear Weight Rank: 180
Intra Cos: 0.008533073589205742
Inter Cos: 0.0034784507006406784
Norm Quadratic Average: 0.2432219535112381
Nearest Class Center Accuracy: 0.404875

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9783935546875
Linear Weight Rank: 180
Intra Cos: 0.009844454005360603
Inter Cos: 0.0032734409905970097
Norm Quadratic Average: 0.09645380079746246
Nearest Class Center Accuracy: 0.399875

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.958136558532715
Linear Weight Rank: 180
Intra Cos: 0.010378922335803509
Inter Cos: 0.002888200804591179
Norm Quadratic Average: 0.03736094385385513
Nearest Class Center Accuracy: 0.3945

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.957269668579102
Linear Weight Rank: 180
Intra Cos: 0.010194933041930199
Inter Cos: 0.00500913243740797
Norm Quadratic Average: 0.013890831731259823
Nearest Class Center Accuracy: 0.375

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.133330225944519
Linear Weight Rank: 4
Intra Cos: 0.011466635391116142
Inter Cos: 0.006761669646948576
Norm Quadratic Average: 0.005696694366633892
Nearest Class Center Accuracy: 0.370625

Output Layer:
Intra Cos: 0.01669074036180973
Inter Cos: 0.01744757406413555
Norm Quadratic Average: 0.0004608545859809965
Nearest Class Center Accuracy: 0.334375

Test Set:
Average Loss: 1.3836503448486328
Accuracy: 0.2695
NC1 Within Class Collapse: 60.9268684387207
NC2 Equinorm: Features: 0.10034195333719254, Weights: 0.05449450761079788
NC2 Equiangle: Features: 0.3528093099594116, Weights: 0.321461300055186
NC3 Self-Duality: 1.7457090616226196
NC4 NCC Mismatch: 0.7945

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.083104133605957
Linear Weight Rank: 16
Intra Cos: 0.014108892530202866
Inter Cos: 0.005012288689613342
Norm Quadratic Average: 3.9761204719543457
Nearest Class Center Accuracy: 0.4485

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9784836769104
Linear Weight Rank: 179
Intra Cos: 0.013128682039678097
Inter Cos: 0.0036046761088073254
Norm Quadratic Average: 4.727419853210449
Nearest Class Center Accuracy: 0.464

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.960132598876953
Linear Weight Rank: 179
Intra Cos: 0.010467995889484882
Inter Cos: 0.003228665329515934
Norm Quadratic Average: 1.7424290180206299
Nearest Class Center Accuracy: 0.4525

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9847517013549805
Linear Weight Rank: 180
Intra Cos: 0.008897325955331326
Inter Cos: 0.004033527337014675
Norm Quadratic Average: 0.6435600519180298
Nearest Class Center Accuracy: 0.418

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.957106113433838
Linear Weight Rank: 180
Intra Cos: 0.008747842162847519
Inter Cos: 0.003741143038496375
Norm Quadratic Average: 0.24205464124679565
Nearest Class Center Accuracy: 0.4085

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.9783935546875
Linear Weight Rank: 180
Intra Cos: 0.009256706573069096
Inter Cos: 0.003655103500932455
Norm Quadratic Average: 0.09590891003608704
Nearest Class Center Accuracy: 0.4065

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.958136558532715
Linear Weight Rank: 180
Intra Cos: 0.008954116143286228
Inter Cos: 0.0023785182274878025
Norm Quadratic Average: 0.03710823506116867
Nearest Class Center Accuracy: 0.4025

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.957269668579102
Linear Weight Rank: 180
Intra Cos: 0.00866597332060337
Inter Cos: 0.003094754181802273
Norm Quadratic Average: 0.013808204792439938
Nearest Class Center Accuracy: 0.376

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.133330225944519
Linear Weight Rank: 4
Intra Cos: 0.009555317461490631
Inter Cos: 0.004571825265884399
Norm Quadratic Average: 0.005663681775331497
Nearest Class Center Accuracy: 0.367

Output Layer:
Intra Cos: 0.009219436906278133
Inter Cos: 0.015529044903814793
Norm Quadratic Average: 0.00045705362572334707
Nearest Class Center Accuracy: 0.323

