Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_mlp3_epochs_100_lr_0.001_model_depth_MLP_9_model_type_MLP_rand_seed_265358_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.94671630859375
Linear Weight Rank: 16
Intra Cos: 0.03299567848443985
Inter Cos: -0.006222445052117109
Norm Quadratic Average: 3.9938881397247314
Nearest Class Center Accuracy: 0.583375

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.033158779144287
Linear Weight Rank: 180
Intra Cos: 0.029154431074857712
Inter Cos: -0.00474013714119792
Norm Quadratic Average: 10.087481498718262
Nearest Class Center Accuracy: 0.591625

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.9628472328186035
Linear Weight Rank: 180
Intra Cos: 0.031101645901799202
Inter Cos: -0.0069207907654345036
Norm Quadratic Average: 10.067587852478027
Nearest Class Center Accuracy: 0.625125

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.936312675476074
Linear Weight Rank: 180
Intra Cos: 0.03521212562918663
Inter Cos: -0.009347531013190746
Norm Quadratic Average: 10.037857055664062
Nearest Class Center Accuracy: 0.6925

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.884164333343506
Linear Weight Rank: 180
Intra Cos: 0.049787744879722595
Inter Cos: -0.010474690236151218
Norm Quadratic Average: 9.99743366241455
Nearest Class Center Accuracy: 0.787125

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.871776580810547
Linear Weight Rank: 180
Intra Cos: 0.0627310499548912
Inter Cos: -0.01586288958787918
Norm Quadratic Average: 10.008386611938477
Nearest Class Center Accuracy: 0.905875

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.838925361633301
Linear Weight Rank: 180
Intra Cos: 0.11201302707195282
Inter Cos: -0.030829982832074165
Norm Quadratic Average: 10.00607681274414
Nearest Class Center Accuracy: 0.9875

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.830413341522217
Linear Weight Rank: 179
Intra Cos: 0.22386902570724487
Inter Cos: -0.06269917637109756
Norm Quadratic Average: 10.035673141479492
Nearest Class Center Accuracy: 1.0

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.0401501655578613
Linear Weight Rank: 4
Intra Cos: 0.5133589506149292
Inter Cos: -0.13726027309894562
Norm Quadratic Average: 10.288646697998047
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9500420093536377
Inter Cos: -0.23791785538196564
Norm Quadratic Average: 8.46197509765625
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 1.1043337821960448
Accuracy: 0.7115
NC1 Within Class Collapse: 3.786564826965332
NC2 Equinorm: Features: 0.09619830548763275, Weights: 0.04353845492005348
NC2 Equiangle: Features: 0.07860666513442993, Weights: 0.05434368550777435
NC3 Self-Duality: 0.16480931639671326
NC4 NCC Mismatch: 0.026499999999999968

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.94671630859375
Linear Weight Rank: 16
Intra Cos: 0.030431468039751053
Inter Cos: -0.004549725912511349
Norm Quadratic Average: 3.9951601028442383
Nearest Class Center Accuracy: 0.583

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.033158779144287
Linear Weight Rank: 180
Intra Cos: 0.02664269506931305
Inter Cos: -0.0046508172526955605
Norm Quadratic Average: 10.098727226257324
Nearest Class Center Accuracy: 0.5945

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.9628472328186035
Linear Weight Rank: 180
Intra Cos: 0.027524393051862717
Inter Cos: -0.0061835902743041515
Norm Quadratic Average: 10.061174392700195
Nearest Class Center Accuracy: 0.6305

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.936312675476074
Linear Weight Rank: 180
Intra Cos: 0.027593350037932396
Inter Cos: -0.007309911772608757
Norm Quadratic Average: 10.005300521850586
Nearest Class Center Accuracy: 0.6565

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.884164333343506
Linear Weight Rank: 180
Intra Cos: 0.03484996408224106
Inter Cos: -0.006660673767328262
Norm Quadratic Average: 9.908063888549805
Nearest Class Center Accuracy: 0.682

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.871776580810547
Linear Weight Rank: 180
Intra Cos: 0.03786234185099602
Inter Cos: -0.0068665482103824615
Norm Quadratic Average: 9.882599830627441
Nearest Class Center Accuracy: 0.699

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.838925361633301
Linear Weight Rank: 180
Intra Cos: 0.052985869348049164
Inter Cos: -0.007866190746426582
Norm Quadratic Average: 9.768898010253906
Nearest Class Center Accuracy: 0.704

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.830413341522217
Linear Weight Rank: 179
Intra Cos: 0.08136087656021118
Inter Cos: -0.0074937655590474606
Norm Quadratic Average: 9.575628280639648
Nearest Class Center Accuracy: 0.7155

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.0401501655578613
Linear Weight Rank: 4
Intra Cos: 0.16710004210472107
Inter Cos: -0.035011112689971924
Norm Quadratic Average: 9.260283470153809
Nearest Class Center Accuracy: 0.713

Output Layer:
Intra Cos: 0.36794573068618774
Inter Cos: -0.0909605622291565
Norm Quadratic Average: 6.9686598777771
Nearest Class Center Accuracy: 0.71

