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_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.074590682983398
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: 8.239049911499023
Linear Weight Rank: 179
Intra Cos: 0.0775742456316948
Inter Cos: 0.0062443530187010765
Norm Quadratic Average: 13.900422096252441
Nearest Class Center Accuracy: 0.867625

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.196656227111816
Linear Weight Rank: 179
Intra Cos: 0.1065935492515564
Inter Cos: 0.001965416595339775
Norm Quadratic Average: 13.893392562866211
Nearest Class Center Accuracy: 0.910375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.103976249694824
Linear Weight Rank: 179
Intra Cos: 0.1294054090976715
Inter Cos: 0.004365481436252594
Norm Quadratic Average: 13.822096824645996
Nearest Class Center Accuracy: 0.948875

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.087570190429688
Linear Weight Rank: 179
Intra Cos: 0.15735498070716858
Inter Cos: 0.0022303855512291193
Norm Quadratic Average: 13.778331756591797
Nearest Class Center Accuracy: 0.967

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.089658737182617
Linear Weight Rank: 179
Intra Cos: 0.18324492871761322
Inter Cos: 0.00829385407269001
Norm Quadratic Average: 13.73029899597168
Nearest Class Center Accuracy: 0.983

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.055792808532715
Linear Weight Rank: 180
Intra Cos: 0.2016107738018036
Inter Cos: -0.01122707687318325
Norm Quadratic Average: 13.69680404663086
Nearest Class Center Accuracy: 0.9925

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.039058685302734
Linear Weight Rank: 179
Intra Cos: 0.22926965355873108
Inter Cos: -0.008717617951333523
Norm Quadratic Average: 13.710941314697266
Nearest Class Center Accuracy: 0.998125

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.049291610717773
Linear Weight Rank: 179
Intra Cos: 0.27368009090423584
Inter Cos: -0.022634878754615784
Norm Quadratic Average: 13.71769905090332
Nearest Class Center Accuracy: 0.999875

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.050629615783691
Linear Weight Rank: 180
Intra Cos: 0.34216052293777466
Inter Cos: -0.04178972542285919
Norm Quadratic Average: 13.712119102478027
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.010342597961426
Linear Weight Rank: 180
Intra Cos: 0.4425235688686371
Inter Cos: -0.051834605634212494
Norm Quadratic Average: 13.751935958862305
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8240675926208496
Linear Weight Rank: 4
Intra Cos: 0.5765350461006165
Inter Cos: -0.1306762844324112
Norm Quadratic Average: 13.827596664428711
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9776604771614075
Inter Cos: -0.16033093631267548
Norm Quadratic Average: 10.136502265930176
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.40780693912506105
Accuracy: 0.883
NC1 Within Class Collapse: 1.0509474277496338
NC2 Equinorm: Features: 0.009400980547070503, Weights: 0.027930134907364845
NC2 Equiangle: Features: 0.2120883067448934, Weights: 0.13772530357042947
NC3 Self-Duality: 0.25185054540634155
NC4 NCC Mismatch: 0.013000000000000012

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.074590682983398
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: 8.239049911499023
Linear Weight Rank: 179
Intra Cos: 0.07900917530059814
Inter Cos: 0.007409756537526846
Norm Quadratic Average: 13.888946533203125
Nearest Class Center Accuracy: 0.872

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.196656227111816
Linear Weight Rank: 179
Intra Cos: 0.10278201848268509
Inter Cos: 0.00215451093390584
Norm Quadratic Average: 13.948203086853027
Nearest Class Center Accuracy: 0.905

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.103976249694824
Linear Weight Rank: 179
Intra Cos: 0.12328559160232544
Inter Cos: 0.009026385843753815
Norm Quadratic Average: 13.846657752990723
Nearest Class Center Accuracy: 0.9095

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.087570190429688
Linear Weight Rank: 179
Intra Cos: 0.14758756756782532
Inter Cos: 0.006065967492759228
Norm Quadratic Average: 13.80991268157959
Nearest Class Center Accuracy: 0.903

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.089658737182617
Linear Weight Rank: 179
Intra Cos: 0.1632736325263977
Inter Cos: 0.012376051396131516
Norm Quadratic Average: 13.74089527130127
Nearest Class Center Accuracy: 0.9015

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.055792808532715
Linear Weight Rank: 180
Intra Cos: 0.1707165390253067
Inter Cos: -0.0023896037600934505
Norm Quadratic Average: 13.644579887390137
Nearest Class Center Accuracy: 0.9055

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.039058685302734
Linear Weight Rank: 179
Intra Cos: 0.17986398935317993
Inter Cos: 0.005240288563072681
Norm Quadratic Average: 13.562188148498535
Nearest Class Center Accuracy: 0.8995

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.049291610717773
Linear Weight Rank: 179
Intra Cos: 0.20584736764431
Inter Cos: -9.560491889715195e-06
Norm Quadratic Average: 13.432560920715332
Nearest Class Center Accuracy: 0.889

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.050629615783691
Linear Weight Rank: 180
Intra Cos: 0.2431820034980774
Inter Cos: -0.008312118239700794
Norm Quadratic Average: 13.282635688781738
Nearest Class Center Accuracy: 0.886

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.010342597961426
Linear Weight Rank: 180
Intra Cos: 0.3014012277126312
Inter Cos: -0.0080919424071908
Norm Quadratic Average: 13.17734146118164
Nearest Class Center Accuracy: 0.8885

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8240675926208496
Linear Weight Rank: 4
Intra Cos: 0.3790458142757416
Inter Cos: -0.05131889879703522
Norm Quadratic Average: 12.98685359954834
Nearest Class Center Accuracy: 0.8835

Output Layer:
Intra Cos: 0.7250789403915405
Inter Cos: -0.06604144722223282
Norm Quadratic Average: 9.18246078491211
Nearest Class Center Accuracy: 0.884

