Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_mlp6_epochs_100_lr_0.001_model_depth_MLP_3_model_type_MLP_rand_seed_314159_weight_decay_0.0003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.067481994628906
Linear Weight Rank: 16
Intra Cos: 0.014583898708224297
Inter Cos: 0.004829856567084789
Norm Quadratic Average: 3.993140459060669
Nearest Class Center Accuracy: 0.447

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.224306106567383
Linear Weight Rank: 179
Intra Cos: 0.012544863857328892
Inter Cos: 0.00447130249813199
Norm Quadratic Average: 13.981558799743652
Nearest Class Center Accuracy: 0.4635

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.8690080642700195
Linear Weight Rank: 4
Intra Cos: 0.014848941005766392
Inter Cos: -0.00051362399244681
Norm Quadratic Average: 14.425189018249512
Nearest Class Center Accuracy: 0.6225

Output Layer:
Intra Cos: 0.5464252233505249
Inter Cos: -0.029929935932159424
Norm Quadratic Average: 4.3581223487854
Nearest Class Center Accuracy: 0.9335

Test Set:
Average Loss: 1.2182938194274902
Accuracy: 0.5335
NC1 Within Class Collapse: 15.914286613464355
NC2 Equinorm: Features: 0.04752863571047783, Weights: 0.028499551117420197
NC2 Equiangle: Features: 0.20329399903615317, Weights: 0.03772249072790146
NC3 Self-Duality: 0.9935118556022644
NC4 NCC Mismatch: 0.43100000000000005

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.067481994628906
Linear Weight Rank: 16
Intra Cos: 0.014108894392848015
Inter Cos: 0.005012289620935917
Norm Quadratic Average: 3.9761204719543457
Nearest Class Center Accuracy: 0.4485

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.224306106567383
Linear Weight Rank: 179
Intra Cos: 0.013718845322728157
Inter Cos: 0.004399026744067669
Norm Quadratic Average: 13.925580978393555
Nearest Class Center Accuracy: 0.464

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.8690080642700195
Linear Weight Rank: 4
Intra Cos: 0.00894950982183218
Inter Cos: 0.000501534843351692
Norm Quadratic Average: 14.44139289855957
Nearest Class Center Accuracy: 0.5185

Output Layer:
Intra Cos: 0.1550329625606537
Inter Cos: 0.025738494470715523
Norm Quadratic Average: 4.185883045196533
Nearest Class Center Accuracy: 0.5275

