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_979323_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.8465094566345215
Linear Weight Rank: 16
Intra Cos: 0.07988915592432022
Inter Cos: 0.0017584897577762604
Norm Quadratic Average: 4.001680374145508
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.915575981140137
Linear Weight Rank: 179
Intra Cos: 0.07371344417333603
Inter Cos: 0.005609635729342699
Norm Quadratic Average: 13.455151557922363
Nearest Class Center Accuracy: 0.875875

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.849739074707031
Linear Weight Rank: 179
Intra Cos: 0.1017596423625946
Inter Cos: 0.0051825083792209625
Norm Quadratic Average: 13.42757511138916
Nearest Class Center Accuracy: 0.909

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.864355087280273
Linear Weight Rank: 180
Intra Cos: 0.12812070548534393
Inter Cos: 0.00904587097465992
Norm Quadratic Average: 13.403714179992676
Nearest Class Center Accuracy: 0.9445

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.803260803222656
Linear Weight Rank: 179
Intra Cos: 0.15421290695667267
Inter Cos: -0.0025266464799642563
Norm Quadratic Average: 13.365755081176758
Nearest Class Center Accuracy: 0.9605

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.789850234985352
Linear Weight Rank: 180
Intra Cos: 0.17120051383972168
Inter Cos: -0.009191663935780525
Norm Quadratic Average: 13.313498497009277
Nearest Class Center Accuracy: 0.983375

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.805437088012695
Linear Weight Rank: 180
Intra Cos: 0.19747602939605713
Inter Cos: -0.007946368306875229
Norm Quadratic Average: 13.294285774230957
Nearest Class Center Accuracy: 0.99225

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.776154041290283
Linear Weight Rank: 179
Intra Cos: 0.2258271723985672
Inter Cos: -0.01709572784602642
Norm Quadratic Average: 13.290329933166504
Nearest Class Center Accuracy: 0.997375

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.791355133056641
Linear Weight Rank: 179
Intra Cos: 0.29889148473739624
Inter Cos: -0.011197034269571304
Norm Quadratic Average: 13.282782554626465
Nearest Class Center Accuracy: 0.999875

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7380757331848145
Linear Weight Rank: 180
Intra Cos: 0.3395598530769348
Inter Cos: -0.025320133194327354
Norm Quadratic Average: 13.295644760131836
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7782416343688965
Linear Weight Rank: 180
Intra Cos: 0.4511955976486206
Inter Cos: -0.05189978703856468
Norm Quadratic Average: 13.294660568237305
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8106611967086792
Linear Weight Rank: 4
Intra Cos: 0.544446587562561
Inter Cos: -0.12584182620048523
Norm Quadratic Average: 13.386115074157715
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9785094261169434
Inter Cos: -0.13399997353553772
Norm Quadratic Average: 9.695158958435059
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.3775293655395508
Accuracy: 0.8815
NC1 Within Class Collapse: 1.0738914012908936
NC2 Equinorm: Features: 0.011416171677410603, Weights: 0.007528774905949831
NC2 Equiangle: Features: 0.2163318395614624, Weights: 0.15579705437024435
NC3 Self-Duality: 0.24730120599269867
NC4 NCC Mismatch: 0.009499999999999953

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.8465094566345215
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.00331290066242218
Norm Quadratic Average: 3.988335609436035
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.915575981140137
Linear Weight Rank: 179
Intra Cos: 0.07208866626024246
Inter Cos: 0.005979746580123901
Norm Quadratic Average: 13.440014839172363
Nearest Class Center Accuracy: 0.882

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.849739074707031
Linear Weight Rank: 179
Intra Cos: 0.09768243134021759
Inter Cos: 0.0045155007392168045
Norm Quadratic Average: 13.422731399536133
Nearest Class Center Accuracy: 0.8945

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.864355087280273
Linear Weight Rank: 180
Intra Cos: 0.11999672651290894
Inter Cos: 0.001145839341916144
Norm Quadratic Average: 13.395041465759277
Nearest Class Center Accuracy: 0.9015

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.803260803222656
Linear Weight Rank: 179
Intra Cos: 0.13688747584819794
Inter Cos: -0.001445833477191627
Norm Quadratic Average: 13.306671142578125
Nearest Class Center Accuracy: 0.8965

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.789850234985352
Linear Weight Rank: 180
Intra Cos: 0.15559184551239014
Inter Cos: -0.002205591881647706
Norm Quadratic Average: 13.228292465209961
Nearest Class Center Accuracy: 0.8955

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.805437088012695
Linear Weight Rank: 180
Intra Cos: 0.1652504950761795
Inter Cos: -0.005320803727954626
Norm Quadratic Average: 13.149455070495605
Nearest Class Center Accuracy: 0.902

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.776154041290283
Linear Weight Rank: 179
Intra Cos: 0.1770348846912384
Inter Cos: -0.0034965327940881252
Norm Quadratic Average: 13.060585021972656
Nearest Class Center Accuracy: 0.891

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.791355133056641
Linear Weight Rank: 179
Intra Cos: 0.21197251975536346
Inter Cos: 0.004282573238015175
Norm Quadratic Average: 12.974613189697266
Nearest Class Center Accuracy: 0.8875

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7380757331848145
Linear Weight Rank: 180
Intra Cos: 0.24327321350574493
Inter Cos: -0.003503291169181466
Norm Quadratic Average: 12.875604629516602
Nearest Class Center Accuracy: 0.8865

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.7782416343688965
Linear Weight Rank: 180
Intra Cos: 0.3042997717857361
Inter Cos: -0.024282759055495262
Norm Quadratic Average: 12.694565773010254
Nearest Class Center Accuracy: 0.889

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8106611967086792
Linear Weight Rank: 4
Intra Cos: 0.38488927483558655
Inter Cos: -0.051911115646362305
Norm Quadratic Average: 12.557802200317383
Nearest Class Center Accuracy: 0.8815

Output Layer:
Intra Cos: 0.73661208152771
Inter Cos: -0.051336564123630524
Norm Quadratic Average: 8.742246627807617
Nearest Class Center Accuracy: 0.8835

