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_979323_weight_decay_0.005.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.17226505279541
Linear Weight Rank: 16
Intra Cos: 0.07988917827606201
Inter Cos: 0.001758486032485962
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: 7.25037145614624
Linear Weight Rank: 179
Intra Cos: 0.19861973822116852
Inter Cos: 0.004850742407143116
Norm Quadratic Average: 4.563678741455078
Nearest Class Center Accuracy: 0.94775

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.7152647972106934
Linear Weight Rank: 4
Intra Cos: 0.6296380162239075
Inter Cos: 0.02587021328508854
Norm Quadratic Average: 5.552273273468018
Nearest Class Center Accuracy: 0.960625

Output Layer:
Intra Cos: 0.7806681394577026
Inter Cos: 0.031753458082675934
Norm Quadratic Average: 13.121367454528809
Nearest Class Center Accuracy: 0.96575

Test Set:
Average Loss: 0.1062714991569519
Accuracy: 0.979
NC1 Within Class Collapse: 3.394566535949707
NC2 Equinorm: Features: 0.03658566623926163, Weights: 0.013052714057266712
NC2 Equiangle: Features: 0.43221457799275714, Weights: 0.3952220678329468
NC3 Self-Duality: 0.046297237277030945
NC4 NCC Mismatch: 0.03949999999999998

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.17226505279541
Linear Weight Rank: 16
Intra Cos: 0.08033028244972229
Inter Cos: 0.003312898799777031
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: 7.25037145614624
Linear Weight Rank: 179
Intra Cos: 0.19630135595798492
Inter Cos: 0.00269120279699564
Norm Quadratic Average: 4.56706428527832
Nearest Class Center Accuracy: 0.95

Layer 2: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 3.7152647972106934
Linear Weight Rank: 4
Intra Cos: 0.6158456206321716
Inter Cos: 0.01569303497672081
Norm Quadratic Average: 5.589052677154541
Nearest Class Center Accuracy: 0.9575

Output Layer:
Intra Cos: 0.7643159627914429
Inter Cos: 0.010785208083689213
Norm Quadratic Average: 13.20173168182373
Nearest Class Center Accuracy: 0.96

