Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_mlp3_epochs_100_lr_0.001_model_depth_MLP_3_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: 8.513764381408691
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: 8.45467472076416
Linear Weight Rank: 179
Intra Cos: 0.030578745529055595
Inter Cos: -0.005163648631423712
Norm Quadratic Average: 5.138996124267578
Nearest Class Center Accuracy: 0.611

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.529959201812744
Linear Weight Rank: 4
Intra Cos: 0.12882602214813232
Inter Cos: -0.02211630716919899
Norm Quadratic Average: 3.0308163166046143
Nearest Class Center Accuracy: 0.736125

Output Layer:
Intra Cos: 0.36773252487182617
Inter Cos: -0.07465280592441559
Norm Quadratic Average: 3.643212080001831
Nearest Class Center Accuracy: 0.757

Test Set:
Average Loss: 0.6596565799713134
Accuracy: 0.728
NC1 Within Class Collapse: 5.461627960205078
NC2 Equinorm: Features: 0.12265607714653015, Weights: 0.0559152327477932
NC2 Equiangle: Features: 0.1766002575556437, Weights: 0.02789066731929779
NC3 Self-Duality: 0.2145094871520996
NC4 NCC Mismatch: 0.10799999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.513764381408691
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: 8.45467472076416
Linear Weight Rank: 179
Intra Cos: 0.028218533843755722
Inter Cos: -0.003503544721752405
Norm Quadratic Average: 5.128973007202148
Nearest Class Center Accuracy: 0.612

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.529959201812744
Linear Weight Rank: 4
Intra Cos: 0.1127624437212944
Inter Cos: -0.00795686710625887
Norm Quadratic Average: 3.0121288299560547
Nearest Class Center Accuracy: 0.711

Output Layer:
Intra Cos: 0.33985841274261475
Inter Cos: -0.048931729048490524
Norm Quadratic Average: 3.610816240310669
Nearest Class Center Accuracy: 0.7285

