Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_mlp3_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_979323_weight_decay_0.02.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 3.214708089828491
Linear Weight Rank: 16
Intra Cos: 0.03299567848443985
Inter Cos: -0.006222443655133247
Norm Quadratic Average: 3.9938876628875732
Nearest Class Center Accuracy: 0.583375

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 3.283665180206299
Linear Weight Rank: 178
Intra Cos: 0.02787194773554802
Inter Cos: -0.005112507846206427
Norm Quadratic Average: 5.406888008117676
Nearest Class Center Accuracy: 0.606125

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.9937260150909424
Linear Weight Rank: 4
Intra Cos: 0.11327590048313141
Inter Cos: -0.03168300539255142
Norm Quadratic Average: 6.104212284088135
Nearest Class Center Accuracy: 0.952625

Output Layer:
Intra Cos: 0.6757049560546875
Inter Cos: -0.1610226184129715
Norm Quadratic Average: 4.494811058044434
Nearest Class Center Accuracy: 0.981875

Test Set:
Average Loss: 0.5606833400726319
Accuracy: 0.759
NC1 Within Class Collapse: 3.301701545715332
NC2 Equinorm: Features: 0.09789250791072845, Weights: 0.03498119115829468
NC2 Equiangle: Features: 0.12247509757677714, Weights: 0.015180970231691996
NC3 Self-Duality: 0.21919921040534973
NC4 NCC Mismatch: 0.0635

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 3.214708089828491
Linear Weight Rank: 16
Intra Cos: 0.030431468039751053
Inter Cos: -0.004549722652882338
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: 3.283665180206299
Linear Weight Rank: 178
Intra Cos: 0.025010941550135612
Inter Cos: -0.002894217148423195
Norm Quadratic Average: 5.402339458465576
Nearest Class Center Accuracy: 0.606

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.9937260150909424
Linear Weight Rank: 4
Intra Cos: 0.08085507899522781
Inter Cos: -0.012730690650641918
Norm Quadratic Average: 6.126103401184082
Nearest Class Center Accuracy: 0.766

Output Layer:
Intra Cos: 0.43360501527786255
Inter Cos: -0.06675563007593155
Norm Quadratic Average: 4.440063953399658
Nearest Class Center Accuracy: 0.766

