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_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.9105963706970215
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: 8.075057983398438
Linear Weight Rank: 179
Intra Cos: 0.07732006907463074
Inter Cos: 0.0057409340515732765
Norm Quadratic Average: 13.618539810180664
Nearest Class Center Accuracy: 0.869375

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.032259941101074
Linear Weight Rank: 179
Intra Cos: 0.10688866674900055
Inter Cos: 0.004953994415700436
Norm Quadratic Average: 13.617721557617188
Nearest Class Center Accuracy: 0.909875

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.940830230712891
Linear Weight Rank: 180
Intra Cos: 0.1312413215637207
Inter Cos: 0.0030013537034392357
Norm Quadratic Average: 13.542224884033203
Nearest Class Center Accuracy: 0.945125

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.924291610717773
Linear Weight Rank: 179
Intra Cos: 0.1619337499141693
Inter Cos: 7.031462155282497e-05
Norm Quadratic Average: 13.508087158203125
Nearest Class Center Accuracy: 0.9655

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.926769256591797
Linear Weight Rank: 179
Intra Cos: 0.18122762441635132
Inter Cos: 0.009425397031009197
Norm Quadratic Average: 13.465405464172363
Nearest Class Center Accuracy: 0.983625

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.892320156097412
Linear Weight Rank: 180
Intra Cos: 0.20238624513149261
Inter Cos: -0.013328615576028824
Norm Quadratic Average: 13.429283142089844
Nearest Class Center Accuracy: 0.993375

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8759284019470215
Linear Weight Rank: 180
Intra Cos: 0.22006455063819885
Inter Cos: -0.013226047158241272
Norm Quadratic Average: 13.42950439453125
Nearest Class Center Accuracy: 0.9985

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.885517597198486
Linear Weight Rank: 179
Intra Cos: 0.27698299288749695
Inter Cos: -0.01666286401450634
Norm Quadratic Average: 13.434990882873535
Nearest Class Center Accuracy: 1.0

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.886894226074219
Linear Weight Rank: 180
Intra Cos: 0.33671241998672485
Inter Cos: -0.04995286837220192
Norm Quadratic Average: 13.44704532623291
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.847409248352051
Linear Weight Rank: 180
Intra Cos: 0.44193828105926514
Inter Cos: -0.05644936114549637
Norm Quadratic Average: 13.465819358825684
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.800714135169983
Linear Weight Rank: 4
Intra Cos: 0.5786488652229309
Inter Cos: -0.1259048879146576
Norm Quadratic Average: 13.561574935913086
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.978464663028717
Inter Cos: -0.14815092086791992
Norm Quadratic Average: 9.921666145324707
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.3757236032485962
Accuracy: 0.8895
NC1 Within Class Collapse: 1.03379487991333
NC2 Equinorm: Features: 0.011830804869532585, Weights: 0.02353304997086525
NC2 Equiangle: Features: 0.20815237363179526, Weights: 0.13487289349238077
NC3 Self-Duality: 0.2430984526872635
NC4 NCC Mismatch: 0.007000000000000006

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.9105963706970215
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: 8.075057983398438
Linear Weight Rank: 179
Intra Cos: 0.07850263267755508
Inter Cos: 0.006882867310196161
Norm Quadratic Average: 13.60708236694336
Nearest Class Center Accuracy: 0.876

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.032259941101074
Linear Weight Rank: 179
Intra Cos: 0.10202376544475555
Inter Cos: 0.0010815373389050364
Norm Quadratic Average: 13.671844482421875
Nearest Class Center Accuracy: 0.8985

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.940830230712891
Linear Weight Rank: 180
Intra Cos: 0.12376919388771057
Inter Cos: 0.00839853473007679
Norm Quadratic Average: 13.589958190917969
Nearest Class Center Accuracy: 0.9095

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.924291610717773
Linear Weight Rank: 179
Intra Cos: 0.14807678759098053
Inter Cos: 0.00489165261387825
Norm Quadratic Average: 13.56965160369873
Nearest Class Center Accuracy: 0.9015

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.926769256591797
Linear Weight Rank: 179
Intra Cos: 0.1657634675502777
Inter Cos: 0.01392135675996542
Norm Quadratic Average: 13.510842323303223
Nearest Class Center Accuracy: 0.8995

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.892320156097412
Linear Weight Rank: 180
Intra Cos: 0.1775805652141571
Inter Cos: -0.0044465502724051476
Norm Quadratic Average: 13.441411018371582
Nearest Class Center Accuracy: 0.9

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8759284019470215
Linear Weight Rank: 180
Intra Cos: 0.18083976209163666
Inter Cos: -0.000923544866964221
Norm Quadratic Average: 13.326382637023926
Nearest Class Center Accuracy: 0.8895

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.885517597198486
Linear Weight Rank: 179
Intra Cos: 0.20776395499706268
Inter Cos: 0.005026434548199177
Norm Quadratic Average: 13.212457656860352
Nearest Class Center Accuracy: 0.89

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.886894226074219
Linear Weight Rank: 180
Intra Cos: 0.2379477173089981
Inter Cos: -0.012645931914448738
Norm Quadratic Average: 13.070399284362793
Nearest Class Center Accuracy: 0.889

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.847409248352051
Linear Weight Rank: 180
Intra Cos: 0.29423418641090393
Inter Cos: -0.009131106548011303
Norm Quadratic Average: 12.871511459350586
Nearest Class Center Accuracy: 0.892

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.800714135169983
Linear Weight Rank: 4
Intra Cos: 0.3735928237438202
Inter Cos: -0.054725322872400284
Norm Quadratic Average: 12.698524475097656
Nearest Class Center Accuracy: 0.8905

Output Layer:
Intra Cos: 0.7255429029464722
Inter Cos: -0.058397892862558365
Norm Quadratic Average: 8.916647911071777
Nearest Class Center Accuracy: 0.89

