Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_100_lr_0.001_model_type_MLP_rand_seed_846264_weight_decay_0.007.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.902716159820557
Linear Weight Rank: 16
Intra Cos: 0.07988917082548141
Inter Cos: 0.0017584841698408127
Norm Quadratic Average: 4.001680850982666
Nearest Class Center Accuracy: 0.948875

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.914892196655273
Linear Weight Rank: 179
Intra Cos: 0.0689011886715889
Inter Cos: 0.005062025506049395
Norm Quadratic Average: 10.124481201171875
Nearest Class Center Accuracy: 0.869625

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.878108501434326
Linear Weight Rank: 179
Intra Cos: 0.11207487434148788
Inter Cos: 0.000331011600792408
Norm Quadratic Average: 10.106197357177734
Nearest Class Center Accuracy: 0.928875

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.842801570892334
Linear Weight Rank: 179
Intra Cos: 0.14694595336914062
Inter Cos: 0.0003315429203212261
Norm Quadratic Average: 10.08431625366211
Nearest Class Center Accuracy: 0.96525

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.847733974456787
Linear Weight Rank: 179
Intra Cos: 0.22641415894031525
Inter Cos: -0.011089922860264778
Norm Quadratic Average: 10.039970397949219
Nearest Class Center Accuracy: 0.999375

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.0996623039245605
Linear Weight Rank: 4
Intra Cos: 0.4885762929916382
Inter Cos: -0.0720096081495285
Norm Quadratic Average: 10.182276725769043
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.9400944709777832
Inter Cos: -0.11483187973499298
Norm Quadratic Average: 8.632439613342285
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.24224945259094238
Accuracy: 0.9015
NC1 Within Class Collapse: 1.1735105514526367
NC2 Equinorm: Features: 0.02650933340191841, Weights: 0.0187272559851408
NC2 Equiangle: Features: 0.26137010256449383, Weights: 0.09465324878692627
NC3 Self-Duality: 0.17819131910800934
NC4 NCC Mismatch: 0.017000000000000015

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 5.902716159820557
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
Inter Cos: 0.0033128932118415833
Norm Quadratic Average: 3.988335371017456
Nearest Class Center Accuracy: 0.9165

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.914892196655273
Linear Weight Rank: 179
Intra Cos: 0.06730438768863678
Inter Cos: 0.002246224321424961
Norm Quadratic Average: 10.111963272094727
Nearest Class Center Accuracy: 0.8745

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.878108501434326
Linear Weight Rank: 179
Intra Cos: 0.10661419481039047
Inter Cos: 0.005094125866889954
Norm Quadratic Average: 10.091974258422852
Nearest Class Center Accuracy: 0.9025

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.842801570892334
Linear Weight Rank: 179
Intra Cos: 0.130722776055336
Inter Cos: 0.008328637108206749
Norm Quadratic Average: 10.100558280944824
Nearest Class Center Accuracy: 0.9015

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 5.847733974456787
Linear Weight Rank: 179
Intra Cos: 0.185274139046669
Inter Cos: -0.0033173265401273966
Norm Quadratic Average: 10.034896850585938
Nearest Class Center Accuracy: 0.9095

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 2.0996623039245605
Linear Weight Rank: 4
Intra Cos: 0.3653700351715088
Inter Cos: -0.03276931121945381
Norm Quadratic Average: 9.955916404724121
Nearest Class Center Accuracy: 0.9115

Output Layer:
Intra Cos: 0.7421045899391174
Inter Cos: -0.0454692542552948
Norm Quadratic Average: 8.226227760314941
Nearest Class Center Accuracy: 0.9105

