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_846264_weight_decay_0.001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.861605644226074
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
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: 7.975786209106445
Linear Weight Rank: 179
Intra Cos: 0.0663057193160057
Inter Cos: 0.0034228195436298847
Norm Quadratic Average: 13.371840476989746
Nearest Class Center Accuracy: 0.867125

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.895766735076904
Linear Weight Rank: 179
Intra Cos: 0.09944412112236023
Inter Cos: 0.003597315400838852
Norm Quadratic Average: 13.333958625793457
Nearest Class Center Accuracy: 0.9065

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.836645603179932
Linear Weight Rank: 179
Intra Cos: 0.11971618235111237
Inter Cos: 0.0008990771020762622
Norm Quadratic Average: 13.33380126953125
Nearest Class Center Accuracy: 0.938

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.82495641708374
Linear Weight Rank: 180
Intra Cos: 0.13736747205257416
Inter Cos: -0.0049100834876298904
Norm Quadratic Average: 13.309656143188477
Nearest Class Center Accuracy: 0.961875

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.797733306884766
Linear Weight Rank: 179
Intra Cos: 0.1682683229446411
Inter Cos: -0.0052432045340538025
Norm Quadratic Average: 13.308640480041504
Nearest Class Center Accuracy: 0.98275

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.790798664093018
Linear Weight Rank: 180
Intra Cos: 0.1994887888431549
Inter Cos: -0.013936245813965797
Norm Quadratic Average: 13.293450355529785
Nearest Class Center Accuracy: 0.994

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.770615100860596
Linear Weight Rank: 179
Intra Cos: 0.24554575979709625
Inter Cos: -0.017541928216814995
Norm Quadratic Average: 13.281771659851074
Nearest Class Center Accuracy: 0.99925

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.781431674957275
Linear Weight Rank: 179
Intra Cos: 0.2702094316482544
Inter Cos: -0.0099195446819067
Norm Quadratic Average: 13.278267860412598
Nearest Class Center Accuracy: 0.999875

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.767880439758301
Linear Weight Rank: 180
Intra Cos: 0.3250621557235718
Inter Cos: -0.03561260923743248
Norm Quadratic Average: 13.268027305603027
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.76395845413208
Linear Weight Rank: 180
Intra Cos: 0.4487994313240051
Inter Cos: -0.06974173337221146
Norm Quadratic Average: 13.270730972290039
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.792930006980896
Linear Weight Rank: 4
Intra Cos: 0.5741503238677979
Inter Cos: -0.12903741002082825
Norm Quadratic Average: 13.378132820129395
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.975705623626709
Inter Cos: -0.1734502911567688
Norm Quadratic Average: 9.538898468017578
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.3822077016830444
Accuracy: 0.887
NC1 Within Class Collapse: 1.0455904006958008
NC2 Equinorm: Features: 0.052606482058763504, Weights: 0.02538430318236351
NC2 Equiangle: Features: 0.1908027728398641, Weights: 0.12035910288492839
NC3 Self-Duality: 0.25127094984054565
NC4 NCC Mismatch: 0.013499999999999956

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.861605644226074
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
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: 7.975786209106445
Linear Weight Rank: 179
Intra Cos: 0.06479168683290482
Inter Cos: 0.0034955963492393494
Norm Quadratic Average: 13.358309745788574
Nearest Class Center Accuracy: 0.871

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.895766735076904
Linear Weight Rank: 179
Intra Cos: 0.09439157694578171
Inter Cos: 0.006697503849864006
Norm Quadratic Average: 13.318695068359375
Nearest Class Center Accuracy: 0.8895

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.836645603179932
Linear Weight Rank: 179
Intra Cos: 0.11003145575523376
Inter Cos: 0.0016652117483317852
Norm Quadratic Average: 13.343786239624023
Nearest Class Center Accuracy: 0.903

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.82495641708374
Linear Weight Rank: 180
Intra Cos: 0.12238151580095291
Inter Cos: 0.0020492218900471926
Norm Quadratic Average: 13.265974998474121
Nearest Class Center Accuracy: 0.9005

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.797733306884766
Linear Weight Rank: 179
Intra Cos: 0.14422471821308136
Inter Cos: 0.004409001208841801
Norm Quadratic Average: 13.195555686950684
Nearest Class Center Accuracy: 0.9035

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.790798664093018
Linear Weight Rank: 180
Intra Cos: 0.16310225427150726
Inter Cos: -0.004264747258275747
Norm Quadratic Average: 13.082610130310059
Nearest Class Center Accuracy: 0.8965

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.770615100860596
Linear Weight Rank: 179
Intra Cos: 0.1876208484172821
Inter Cos: -0.0030685109086334705
Norm Quadratic Average: 13.007152557373047
Nearest Class Center Accuracy: 0.894

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.781431674957275
Linear Weight Rank: 179
Intra Cos: 0.21030646562576294
Inter Cos: 0.01062775868922472
Norm Quadratic Average: 12.891768455505371
Nearest Class Center Accuracy: 0.8905

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.767880439758301
Linear Weight Rank: 180
Intra Cos: 0.2453777939081192
Inter Cos: -0.0011342060752213001
Norm Quadratic Average: 12.779993057250977
Nearest Class Center Accuracy: 0.8915

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.76395845413208
Linear Weight Rank: 180
Intra Cos: 0.3036879599094391
Inter Cos: -0.013153914362192154
Norm Quadratic Average: 12.607810974121094
Nearest Class Center Accuracy: 0.888

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.792930006980896
Linear Weight Rank: 4
Intra Cos: 0.37037381529808044
Inter Cos: -0.05694491043686867
Norm Quadratic Average: 12.446426391601562
Nearest Class Center Accuracy: 0.8885

Output Layer:
Intra Cos: 0.7085208892822266
Inter Cos: -0.05820333585143089
Norm Quadratic Average: 8.539785385131836
Nearest Class Center Accuracy: 0.8885

