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_0.0005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.990072250366211
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: 8.147672653198242
Linear Weight Rank: 179
Intra Cos: 0.012545723468065262
Inter Cos: 0.0044331937097013
Norm Quadratic Average: 13.847697257995605
Nearest Class Center Accuracy: 0.46375

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.8608405590057373
Linear Weight Rank: 4
Intra Cos: 0.014888446778059006
Inter Cos: -0.0005556187825277448
Norm Quadratic Average: 14.296204566955566
Nearest Class Center Accuracy: 0.624125

Output Layer:
Intra Cos: 0.5483157634735107
Inter Cos: -0.031246550381183624
Norm Quadratic Average: 4.33735466003418
Nearest Class Center Accuracy: 0.9345

Test Set:
Average Loss: 1.216223861694336
Accuracy: 0.536
NC1 Within Class Collapse: 15.834395408630371
NC2 Equinorm: Features: 0.04913484677672386, Weights: 0.02803283929824829
NC2 Equiangle: Features: 0.2021936575571696, Weights: 0.03728515406449636
NC3 Self-Duality: 0.986434280872345
NC4 NCC Mismatch: 0.42900000000000005

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.990072250366211
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: 8.147672653198242
Linear Weight Rank: 179
Intra Cos: 0.013702197931706905
Inter Cos: 0.00434538209810853
Norm Quadratic Average: 13.79156494140625
Nearest Class Center Accuracy: 0.465

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.8608405590057373
Linear Weight Rank: 4
Intra Cos: 0.008890898898243904
Inter Cos: 0.0004779808805324137
Norm Quadratic Average: 14.311389923095703
Nearest Class Center Accuracy: 0.5205

Output Layer:
Intra Cos: 0.15545228123664856
Inter Cos: 0.024897269904613495
Norm Quadratic Average: 4.163328170776367
Nearest Class Center Accuracy: 0.535

