Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_6_model_type_MLP_rand_seed_314159_weight_decay_0.1.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.04586194083094597
Linear Weight Rank: 16
Intra Cos: 0.07988918572664261
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: 0.045941565185785294
Linear Weight Rank: 179
Intra Cos: 0.06349354237318039
Inter Cos: 0.007490385789424181
Norm Quadratic Average: 0.027325952425599098
Nearest Class Center Accuracy: 0.822625

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.04605095833539963
Linear Weight Rank: 179
Intra Cos: 0.0510590560734272
Inter Cos: 0.006460781209170818
Norm Quadratic Average: 5.832567694596946e-05
Nearest Class Center Accuracy: 0.704375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.045721836388111115
Linear Weight Rank: 179
Intra Cos: 0.043147943913936615
Inter Cos: 0.0015641769859939814
Norm Quadratic Average: 1.3349260541417607e-07
Nearest Class Center Accuracy: 0.663125

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.045774515718221664
Linear Weight Rank: 180
Intra Cos: 0.9361168146133423
Inter Cos: 0.9342406988143921
Norm Quadratic Average: 1.1904818242314263e-09
Nearest Class Center Accuracy: 0.376

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 0.006735514383763075
Linear Weight Rank: 4
Intra Cos: 0.9999486207962036
Inter Cos: 0.9999539256095886
Norm Quadratic Average: 1.3453339553493038e-09
Nearest Class Center Accuracy: 0.269375

Output Layer:
Intra Cos: 0.9999998211860657
Inter Cos: 1.000000238418579
Norm Quadratic Average: 5.134958769303921e-08
Nearest Class Center Accuracy: 0.238375

Test Set:
Average Loss: 1.3866882247924806
Accuracy: 0.257
NC1 Within Class Collapse: 2.3643274307250977
NC2 Equinorm: Features: 0.11681636422872543, Weights: 0.03545361012220383
NC2 Equiangle: Features: 0.31276965141296387, Weights: 0.31479217608769733
NC3 Self-Duality: 2.2368621826171875
NC4 NCC Mismatch: 0.0

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 0.04586194083094597
Linear Weight Rank: 16
Intra Cos: 0.0803302749991417
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: 0.045941565185785294
Linear Weight Rank: 179
Intra Cos: 0.06326643377542496
Inter Cos: 0.009251534938812256
Norm Quadratic Average: 0.027288880199193954
Nearest Class Center Accuracy: 0.824

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.04605095833539963
Linear Weight Rank: 179
Intra Cos: 0.052316512912511826
Inter Cos: 0.007964926771819592
Norm Quadratic Average: 5.833955583511852e-05
Nearest Class Center Accuracy: 0.705

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.045721836388111115
Linear Weight Rank: 179
Intra Cos: 0.040523871779441833
Inter Cos: 0.004079813603311777
Norm Quadratic Average: 1.3324540759640513e-07
Nearest Class Center Accuracy: 0.6655

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 0.045774515718221664
Linear Weight Rank: 180
Intra Cos: 0.49417349696159363
Inter Cos: 0.4947989881038666
Norm Quadratic Average: 4.225562399984284e-10
Nearest Class Center Accuracy: 0.4705

Layer 5: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 0.006735514383763075
Linear Weight Rank: 4
Intra Cos: 0.9992201328277588
Inter Cos: 0.9993240833282471
Norm Quadratic Average: 3.382091551262789e-10
Nearest Class Center Accuracy: 0.257

Output Layer:
Intra Cos: 0.9999997615814209
Inter Cos: 0.9999999403953552
Norm Quadratic Average: 3.835421225062419e-08
Nearest Class Center Accuracy: 0.24

