Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_9_model_type_MLP_rand_seed_979323_weight_decay_0.0007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.941427707672119
Linear Weight Rank: 16
Intra Cos: 0.07988918572664261
Inter Cos: 0.001758478581905365
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: 7.85783576965332
Linear Weight Rank: 180
Intra Cos: 0.060167692601680756
Inter Cos: 0.007341681979596615
Norm Quadratic Average: 4.743984222412109
Nearest Class Center Accuracy: 0.831

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8502302169799805
Linear Weight Rank: 180
Intra Cos: 0.049401186406612396
Inter Cos: 0.010860067792236805
Norm Quadratic Average: 1.6718363761901855
Nearest Class Center Accuracy: 0.740125

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.901993274688721
Linear Weight Rank: 179
Intra Cos: 0.046555571258068085
Inter Cos: 0.008427638560533524
Norm Quadratic Average: 0.6072525978088379
Nearest Class Center Accuracy: 0.654625

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.865548133850098
Linear Weight Rank: 179
Intra Cos: 0.04819614440202713
Inter Cos: 0.011886639520525932
Norm Quadratic Average: 0.22670523822307587
Nearest Class Center Accuracy: 0.62275

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.871170997619629
Linear Weight Rank: 180
Intra Cos: 0.06400387734174728
Inter Cos: 0.01907503977417946
Norm Quadratic Average: 0.08945271372795105
Nearest Class Center Accuracy: 0.6265

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.902083396911621
Linear Weight Rank: 180
Intra Cos: 0.07623952627182007
Inter Cos: 0.029875321313738823
Norm Quadratic Average: 0.036137647926807404
Nearest Class Center Accuracy: 0.629875

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.882001876831055
Linear Weight Rank: 179
Intra Cos: 0.09050959348678589
Inter Cos: 0.0361010879278183
Norm Quadratic Average: 0.014917494729161263
Nearest Class Center Accuracy: 0.613375

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.1567857265472412
Linear Weight Rank: 4
Intra Cos: 0.09942041337490082
Inter Cos: 0.030096402391791344
Norm Quadratic Average: 0.005952147301286459
Nearest Class Center Accuracy: 0.615875

Output Layer:
Intra Cos: 0.27082669734954834
Inter Cos: 0.15280231833457947
Norm Quadratic Average: 0.0008616719278506935
Nearest Class Center Accuracy: 0.598625

Test Set:
Average Loss: 1.387151596069336
Accuracy: 0.257
NC1 Within Class Collapse: 45.89934539794922
NC2 Equinorm: Features: 0.08093449473381042, Weights: 0.019516272470355034
NC2 Equiangle: Features: 0.4334259827931722, Weights: 0.2937454581260681
NC3 Self-Duality: 1.4431973695755005
NC4 NCC Mismatch: 0.726

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.941427707672119
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: 7.85783576965332
Linear Weight Rank: 180
Intra Cos: 0.05814725160598755
Inter Cos: 0.007152988109737635
Norm Quadratic Average: 4.731912612915039
Nearest Class Center Accuracy: 0.841

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.8502302169799805
Linear Weight Rank: 180
Intra Cos: 0.047226615250110626
Inter Cos: 0.008455539122223854
Norm Quadratic Average: 1.664280652999878
Nearest Class Center Accuracy: 0.7485

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.901993274688721
Linear Weight Rank: 179
Intra Cos: 0.04542170464992523
Inter Cos: 0.004717561416327953
Norm Quadratic Average: 0.6045255064964294
Nearest Class Center Accuracy: 0.6695

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.865548133850098
Linear Weight Rank: 179
Intra Cos: 0.04571407288312912
Inter Cos: 0.010509153828024864
Norm Quadratic Average: 0.22603607177734375
Nearest Class Center Accuracy: 0.637

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.871170997619629
Linear Weight Rank: 180
Intra Cos: 0.06086108833551407
Inter Cos: 0.0178592037409544
Norm Quadratic Average: 0.08904311060905457
Nearest Class Center Accuracy: 0.6345

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.902083396911621
Linear Weight Rank: 180
Intra Cos: 0.07101776450872421
Inter Cos: 0.030749628320336342
Norm Quadratic Average: 0.03611411526799202
Nearest Class Center Accuracy: 0.6305

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.882001876831055
Linear Weight Rank: 179
Intra Cos: 0.08798058331012726
Inter Cos: 0.04131242632865906
Norm Quadratic Average: 0.014944024384021759
Nearest Class Center Accuracy: 0.6225

Layer 8: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.1567857265472412
Linear Weight Rank: 4
Intra Cos: 0.09407278150320053
Inter Cos: 0.031652629375457764
Norm Quadratic Average: 0.005958145018666983
Nearest Class Center Accuracy: 0.6275

Output Layer:
Intra Cos: 0.2585470378398895
Inter Cos: 0.14831991493701935
Norm Quadratic Average: 0.0008698637248016894
Nearest Class Center Accuracy: 0.5985

