Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_265358_weight_decay_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.935340881347656
Linear Weight Rank: 16
Intra Cos: 0.07988916337490082
Inter Cos: 0.0017584804445505142
Norm Quadratic Average: 4.001680374145508
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.944710731506348
Linear Weight Rank: 179
Intra Cos: 0.17481684684753418
Inter Cos: 0.007043016143143177
Norm Quadratic Average: 5.528877258300781
Nearest Class Center Accuracy: 0.95525

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 4.089052200317383
Linear Weight Rank: 4
Intra Cos: 0.6246861815452576
Inter Cos: 0.033829204738140106
Norm Quadratic Average: 7.0384321212768555
Nearest Class Center Accuracy: 0.980625

Output Layer:
Intra Cos: 0.8101018071174622
Inter Cos: 0.03317110612988472
Norm Quadratic Average: 17.94255828857422
Nearest Class Center Accuracy: 0.98225

Test Set:
Average Loss: 0.08762226200103759
Accuracy: 0.9755
NC1 Within Class Collapse: 2.7339930534362793
NC2 Equinorm: Features: 0.02660370245575905, Weights: 0.023415248841047287
NC2 Equiangle: Features: 0.43204355239868164, Weights: 0.3873223066329956
NC3 Self-Duality: 0.0551360547542572
NC4 NCC Mismatch: 0.023499999999999965

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.935340881347656
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033129025250673294
Norm Quadratic Average: 3.9883358478546143
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.944710731506348
Linear Weight Rank: 179
Intra Cos: 0.17715440690517426
Inter Cos: 0.003438215237110853
Norm Quadratic Average: 5.534704208374023
Nearest Class Center Accuracy: 0.954

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 4.089052200317383
Linear Weight Rank: 4
Intra Cos: 0.6217384934425354
Inter Cos: 0.028599416837096214
Norm Quadratic Average: 7.101077079772949
Nearest Class Center Accuracy: 0.965

Output Layer:
Intra Cos: 0.7970804572105408
Inter Cos: 0.034765489399433136
Norm Quadratic Average: 18.09004020690918
Nearest Class Center Accuracy: 0.969

