Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_True_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_12_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: 7.990327835083008
Linear Weight Rank: 16
Intra Cos: 0.07988915592432022
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: 8.155495643615723
Linear Weight Rank: 179
Intra Cos: 0.0770968571305275
Inter Cos: 0.005911553744226694
Norm Quadratic Average: 13.756898880004883
Nearest Class Center Accuracy: 0.8675

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.113165855407715
Linear Weight Rank: 179
Intra Cos: 0.10850903391838074
Inter Cos: 0.0051077501848340034
Norm Quadratic Average: 13.740124702453613
Nearest Class Center Accuracy: 0.906875

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.022154808044434
Linear Weight Rank: 179
Intra Cos: 0.12776409089565277
Inter Cos: 0.0026480532251298428
Norm Quadratic Average: 13.666439056396484
Nearest Class Center Accuracy: 0.94275

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.004508018493652
Linear Weight Rank: 179
Intra Cos: 0.16013820469379425
Inter Cos: -0.0019100748468190432
Norm Quadratic Average: 13.62102222442627
Nearest Class Center Accuracy: 0.960625

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.00716781616211
Linear Weight Rank: 179
Intra Cos: 0.1837674379348755
Inter Cos: 0.007065375801175833
Norm Quadratic Average: 13.60507583618164
Nearest Class Center Accuracy: 0.980875

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.973498821258545
Linear Weight Rank: 180
Intra Cos: 0.2079514116048813
Inter Cos: -0.010080231353640556
Norm Quadratic Average: 13.588127136230469
Nearest Class Center Accuracy: 0.9915

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.956903457641602
Linear Weight Rank: 180
Intra Cos: 0.2349071502685547
Inter Cos: -0.0008079744875431061
Norm Quadratic Average: 13.611111640930176
Nearest Class Center Accuracy: 0.997625

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.966762065887451
Linear Weight Rank: 179
Intra Cos: 0.2776953876018524
Inter Cos: -0.009979701600968838
Norm Quadratic Average: 13.624894142150879
Nearest Class Center Accuracy: 0.999625

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.968260288238525
Linear Weight Rank: 180
Intra Cos: 0.3465580940246582
Inter Cos: -0.04400862753391266
Norm Quadratic Average: 13.625460624694824
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.928502559661865
Linear Weight Rank: 180
Intra Cos: 0.44060611724853516
Inter Cos: -0.0438920333981514
Norm Quadratic Average: 13.622461318969727
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.811936616897583
Linear Weight Rank: 4
Intra Cos: 0.573174238204956
Inter Cos: -0.12594908475875854
Norm Quadratic Average: 13.68082046508789
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.97593092918396
Inter Cos: -0.1476081907749176
Norm Quadratic Average: 9.933578491210938
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.4030800361633301
Accuracy: 0.894
NC1 Within Class Collapse: 1.0535577535629272
NC2 Equinorm: Features: 0.007869202643632889, Weights: 0.020798198878765106
NC2 Equiangle: Features: 0.20471338431040445, Weights: 0.13479785124460855
NC3 Self-Duality: 0.2474891096353531
NC4 NCC Mismatch: 0.010499999999999954

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.990327835083008
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: 8.155495643615723
Linear Weight Rank: 179
Intra Cos: 0.07837343215942383
Inter Cos: 0.006960909813642502
Norm Quadratic Average: 13.74465560913086
Nearest Class Center Accuracy: 0.8725

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.113165855407715
Linear Weight Rank: 179
Intra Cos: 0.104340098798275
Inter Cos: 0.000831504468806088
Norm Quadratic Average: 13.809226989746094
Nearest Class Center Accuracy: 0.902

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.022154808044434
Linear Weight Rank: 179
Intra Cos: 0.12085921317338943
Inter Cos: 0.007764867506921291
Norm Quadratic Average: 13.733689308166504
Nearest Class Center Accuracy: 0.9005

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.004508018493652
Linear Weight Rank: 179
Intra Cos: 0.14840498566627502
Inter Cos: 0.002258788328617811
Norm Quadratic Average: 13.697944641113281
Nearest Class Center Accuracy: 0.901

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.00716781616211
Linear Weight Rank: 179
Intra Cos: 0.1635557860136032
Inter Cos: 0.01194937713444233
Norm Quadratic Average: 13.657598495483398
Nearest Class Center Accuracy: 0.901

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.973498821258545
Linear Weight Rank: 180
Intra Cos: 0.17721471190452576
Inter Cos: -5.6838616728782654e-05
Norm Quadratic Average: 13.583995819091797
Nearest Class Center Accuracy: 0.8935

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.956903457641602
Linear Weight Rank: 180
Intra Cos: 0.18651609122753143
Inter Cos: 0.011135732755064964
Norm Quadratic Average: 13.483437538146973
Nearest Class Center Accuracy: 0.891

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.966762065887451
Linear Weight Rank: 179
Intra Cos: 0.2064586728811264
Inter Cos: 0.010197668336331844
Norm Quadratic Average: 13.40317440032959
Nearest Class Center Accuracy: 0.8875

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.968260288238525
Linear Weight Rank: 180
Intra Cos: 0.2460470199584961
Inter Cos: -0.012132223695516586
Norm Quadratic Average: 13.263372421264648
Nearest Class Center Accuracy: 0.888

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.928502559661865
Linear Weight Rank: 180
Intra Cos: 0.30080559849739075
Inter Cos: -0.004875651560723782
Norm Quadratic Average: 13.09322452545166
Nearest Class Center Accuracy: 0.887

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.811936616897583
Linear Weight Rank: 4
Intra Cos: 0.38135799765586853
Inter Cos: -0.05067786946892738
Norm Quadratic Average: 12.893975257873535
Nearest Class Center Accuracy: 0.8935

Output Layer:
Intra Cos: 0.7507041692733765
Inter Cos: -0.06528234481811523
Norm Quadratic Average: 9.028229713439941
Nearest Class Center Accuracy: 0.8905

