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_314159_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.790462970733643
Linear Weight Rank: 16
Intra Cos: 0.07988915592432022
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: 7.950681209564209
Linear Weight Rank: 179
Intra Cos: 0.07705246657133102
Inter Cos: 0.005575597286224365
Norm Quadratic Average: 13.409087181091309
Nearest Class Center Accuracy: 0.867375

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.909873962402344
Linear Weight Rank: 179
Intra Cos: 0.10844875127077103
Inter Cos: 0.0023583148140460253
Norm Quadratic Average: 13.406451225280762
Nearest Class Center Accuracy: 0.916625

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.820084571838379
Linear Weight Rank: 179
Intra Cos: 0.13672764599323273
Inter Cos: 0.002546884585171938
Norm Quadratic Average: 13.331852912902832
Nearest Class Center Accuracy: 0.942

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.802393913269043
Linear Weight Rank: 179
Intra Cos: 0.16138514876365662
Inter Cos: 0.0023453757166862488
Norm Quadratic Average: 13.302762031555176
Nearest Class Center Accuracy: 0.966

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.804384708404541
Linear Weight Rank: 179
Intra Cos: 0.18041811883449554
Inter Cos: 0.006124913692474365
Norm Quadratic Average: 13.273194313049316
Nearest Class Center Accuracy: 0.982625

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.771219253540039
Linear Weight Rank: 180
Intra Cos: 0.20689953863620758
Inter Cos: -0.012849217280745506
Norm Quadratic Average: 13.229074478149414
Nearest Class Center Accuracy: 0.9925

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.755357265472412
Linear Weight Rank: 180
Intra Cos: 0.2367386370897293
Inter Cos: -0.010840378701686859
Norm Quadratic Average: 13.212371826171875
Nearest Class Center Accuracy: 0.997375

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.764861106872559
Linear Weight Rank: 179
Intra Cos: 0.28317728638648987
Inter Cos: -0.022058408707380295
Norm Quadratic Average: 13.238065719604492
Nearest Class Center Accuracy: 0.999875

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.766251564025879
Linear Weight Rank: 180
Intra Cos: 0.3529760241508484
Inter Cos: -0.05613498389720917
Norm Quadratic Average: 13.23884105682373
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.727479457855225
Linear Weight Rank: 180
Intra Cos: 0.44959115982055664
Inter Cos: -0.059273164719343185
Norm Quadratic Average: 13.288631439208984
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.7832467555999756
Linear Weight Rank: 4
Intra Cos: 0.5735856890678406
Inter Cos: -0.13927923142910004
Norm Quadratic Average: 13.34096622467041
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9766729474067688
Inter Cos: -0.17183715105056763
Norm Quadratic Average: 9.600525856018066
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.3818585634231567
Accuracy: 0.884
NC1 Within Class Collapse: 1.0248734951019287
NC2 Equinorm: Features: 0.011442797258496284, Weights: 0.02418307214975357
NC2 Equiangle: Features: 0.20286007722218832, Weights: 0.13030781348546347
NC3 Self-Duality: 0.24562688171863556
NC4 NCC Mismatch: 0.009499999999999953

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.790462970733643
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
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: 7.950681209564209
Linear Weight Rank: 179
Intra Cos: 0.07839936763048172
Inter Cos: 0.006788222584873438
Norm Quadratic Average: 13.402324676513672
Nearest Class Center Accuracy: 0.873

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.909873962402344
Linear Weight Rank: 179
Intra Cos: 0.10575249046087265
Inter Cos: 0.0026604821905493736
Norm Quadratic Average: 13.471465110778809
Nearest Class Center Accuracy: 0.9005

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.820084571838379
Linear Weight Rank: 179
Intra Cos: 0.13266576826572418
Inter Cos: 0.008024775423109531
Norm Quadratic Average: 13.404424667358398
Nearest Class Center Accuracy: 0.8985

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.802393913269043
Linear Weight Rank: 179
Intra Cos: 0.153382807970047
Inter Cos: 0.007839943282306194
Norm Quadratic Average: 13.351324081420898
Nearest Class Center Accuracy: 0.903

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.804384708404541
Linear Weight Rank: 179
Intra Cos: 0.16282224655151367
Inter Cos: 0.013365481048822403
Norm Quadratic Average: 13.331335067749023
Nearest Class Center Accuracy: 0.9005

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.771219253540039
Linear Weight Rank: 180
Intra Cos: 0.17588725686073303
Inter Cos: 0.000831961166113615
Norm Quadratic Average: 13.216218948364258
Nearest Class Center Accuracy: 0.9015

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.755357265472412
Linear Weight Rank: 180
Intra Cos: 0.19534501433372498
Inter Cos: 0.008049591444432735
Norm Quadratic Average: 13.110993385314941
Nearest Class Center Accuracy: 0.892

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.764861106872559
Linear Weight Rank: 179
Intra Cos: 0.2149858921766281
Inter Cos: 0.005278410390019417
Norm Quadratic Average: 13.05510425567627
Nearest Class Center Accuracy: 0.898

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.766251564025879
Linear Weight Rank: 180
Intra Cos: 0.2528425455093384
Inter Cos: -0.014946972951292992
Norm Quadratic Average: 12.865471839904785
Nearest Class Center Accuracy: 0.889

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.727479457855225
Linear Weight Rank: 180
Intra Cos: 0.3060210049152374
Inter Cos: -0.009810547344386578
Norm Quadratic Average: 12.757087707519531
Nearest Class Center Accuracy: 0.89

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.7832467555999756
Linear Weight Rank: 4
Intra Cos: 0.3784337639808655
Inter Cos: -0.054622773081064224
Norm Quadratic Average: 12.567788124084473
Nearest Class Center Accuracy: 0.8855

Output Layer:
Intra Cos: 0.7326820492744446
Inter Cos: -0.06856206059455872
Norm Quadratic Average: 8.679827690124512
Nearest Class Center Accuracy: 0.888

