Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/dataset_mlp3_W20_model_depth_MLP_15_test_samples_2000_train_samples_8000_weight_decay_0.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 22.602127075195312
Linear Weight Rank: 16
Intra Cos: 0.01772155798971653
Inter Cos: 0.0038716464769095182
Norm Quadratic Average: 3.985689878463745
Nearest Class Center Accuracy: 0.467125

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 31.610122680664062
Linear Weight Rank: 175
Intra Cos: 0.015332408249378204
Inter Cos: 0.0012182923965156078
Norm Quadratic Average: 14.862640380859375
Nearest Class Center Accuracy: 0.514625

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 29.586515426635742
Linear Weight Rank: 175
Intra Cos: 0.020924530923366547
Inter Cos: 0.001889315084554255
Norm Quadratic Average: 14.705536842346191
Nearest Class Center Accuracy: 0.59375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 24.702068328857422
Linear Weight Rank: 176
Intra Cos: 0.038697436451911926
Inter Cos: -0.0036050749476999044
Norm Quadratic Average: 14.548232078552246
Nearest Class Center Accuracy: 0.72875

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 19.760082244873047
Linear Weight Rank: 176
Intra Cos: 0.07814612239599228
Inter Cos: -0.01283856201916933
Norm Quadratic Average: 14.407744407653809
Nearest Class Center Accuracy: 0.8595

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 16.049118041992188
Linear Weight Rank: 177
Intra Cos: 0.14922383427619934
Inter Cos: -0.02826710231602192
Norm Quadratic Average: 14.301736831665039
Nearest Class Center Accuracy: 0.9545

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 13.721385955810547
Linear Weight Rank: 177
Intra Cos: 0.27592334151268005
Inter Cos: -0.08418833464384079
Norm Quadratic Average: 14.275659561157227
Nearest Class Center Accuracy: 0.9955

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 12.256234169006348
Linear Weight Rank: 179
Intra Cos: 0.4233986437320709
Inter Cos: -0.14788955450057983
Norm Quadratic Average: 14.248910903930664
Nearest Class Center Accuracy: 0.9995

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 11.387900352478027
Linear Weight Rank: 179
Intra Cos: 0.6014315485954285
Inter Cos: -0.2091773897409439
Norm Quadratic Average: 14.205336570739746
Nearest Class Center Accuracy: 1.0

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.888320922851562
Linear Weight Rank: 179
Intra Cos: 0.6984665393829346
Inter Cos: -0.2321094125509262
Norm Quadratic Average: 14.202219009399414
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.573816299438477
Linear Weight Rank: 178
Intra Cos: 0.7333699464797974
Inter Cos: -0.16219490766525269
Norm Quadratic Average: 14.193867683410645
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.430828094482422
Linear Weight Rank: 179
Intra Cos: 0.7679407000541687
Inter Cos: -0.1208658218383789
Norm Quadratic Average: 14.167906761169434
Nearest Class Center Accuracy: 1.0

Layer 12: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.482987403869629
Linear Weight Rank: 178
Intra Cos: 0.8001275658607483
Inter Cos: -0.10744734108448029
Norm Quadratic Average: 14.130669593811035
Nearest Class Center Accuracy: 1.0

Layer 13: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.840963363647461
Linear Weight Rank: 179
Intra Cos: 0.8201136589050293
Inter Cos: -0.21048252284526825
Norm Quadratic Average: 14.184612274169922
Nearest Class Center Accuracy: 1.0

Layer 14: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 4.843891620635986
Linear Weight Rank: 4
Intra Cos: 0.6936208009719849
Inter Cos: -0.1096334308385849
Norm Quadratic Average: 10.307807922363281
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.8688063025474548
Inter Cos: -0.18594692647457123
Norm Quadratic Average: 14.480676651000977
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 2.332905937194824
Accuracy: 0.6535
NC1 Within Class Collapse: 10.402397155761719
NC2 Equinorm: Features: 0.1183575913310051, Weights: 0.06172749772667885
NC2 Equiangle: Features: 0.08016563455263774, Weights: 0.06332240998744965
NC3 Self-Duality: 0.36301475763320923
NC4 NCC Mismatch: 0.08499999999999996

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 22.602127075195312
Linear Weight Rank: 16
Intra Cos: 0.018952202051877975
Inter Cos: 0.002929567126557231
Norm Quadratic Average: 3.98150372505188
Nearest Class Center Accuracy: 0.489

Layer 1: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 31.610122680664062
Linear Weight Rank: 175
Intra Cos: 0.015161593444645405
Inter Cos: 0.0004745082405861467
Norm Quadratic Average: 14.864991188049316
Nearest Class Center Accuracy: 0.523

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 29.586515426635742
Linear Weight Rank: 175
Intra Cos: 0.01807623915374279
Inter Cos: 0.001733363256789744
Norm Quadratic Average: 14.749703407287598
Nearest Class Center Accuracy: 0.556

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 24.702068328857422
Linear Weight Rank: 176
Intra Cos: 0.024354340508580208
Inter Cos: -0.0033217333257198334
Norm Quadratic Average: 14.455070495605469
Nearest Class Center Accuracy: 0.6045

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 19.760082244873047
Linear Weight Rank: 176
Intra Cos: 0.039481911808252335
Inter Cos: -0.0035635719541460276
Norm Quadratic Average: 14.125810623168945
Nearest Class Center Accuracy: 0.6425

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 16.049118041992188
Linear Weight Rank: 177
Intra Cos: 0.057309478521347046
Inter Cos: -0.0033026651944965124
Norm Quadratic Average: 13.647114753723145
Nearest Class Center Accuracy: 0.6525

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 13.721385955810547
Linear Weight Rank: 177
Intra Cos: 0.08549880981445312
Inter Cos: -0.012599295005202293
Norm Quadratic Average: 13.128704071044922
Nearest Class Center Accuracy: 0.6585

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 12.256234169006348
Linear Weight Rank: 179
Intra Cos: 0.11229933798313141
Inter Cos: -0.019156571477651596
Norm Quadratic Average: 12.609124183654785
Nearest Class Center Accuracy: 0.65

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 11.387900352478027
Linear Weight Rank: 179
Intra Cos: 0.15470018982887268
Inter Cos: -0.021181058138608932
Norm Quadratic Average: 12.129683494567871
Nearest Class Center Accuracy: 0.647

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.888320922851562
Linear Weight Rank: 179
Intra Cos: 0.17688997089862823
Inter Cos: -0.030287906527519226
Norm Quadratic Average: 11.964335441589355
Nearest Class Center Accuracy: 0.6515

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.573816299438477
Linear Weight Rank: 178
Intra Cos: 0.2005520612001419
Inter Cos: -0.031923167407512665
Norm Quadratic Average: 11.916207313537598
Nearest Class Center Accuracy: 0.6485

Layer 11: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.430828094482422
Linear Weight Rank: 179
Intra Cos: 0.2303701937198639
Inter Cos: -0.015314491465687752
Norm Quadratic Average: 11.92259693145752
Nearest Class Center Accuracy: 0.652

Layer 12: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.482987403869629
Linear Weight Rank: 178
Intra Cos: 0.2470906674861908
Inter Cos: -0.007659447379410267
Norm Quadratic Average: 11.929900169372559
Nearest Class Center Accuracy: 0.6495

Layer 13: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 10.840963363647461
Linear Weight Rank: 179
Intra Cos: 0.2400277853012085
Inter Cos: -0.03551148250699043
Norm Quadratic Average: 12.037982940673828
Nearest Class Center Accuracy: 0.648

Layer 14: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 4.843891620635986
Linear Weight Rank: 4
Intra Cos: 0.22537580132484436
Inter Cos: -0.00010027547250501812
Norm Quadratic Average: 8.659311294555664
Nearest Class Center Accuracy: 0.637

Output Layer:
Intra Cos: 0.27919095754623413
Inter Cos: -0.044098351150751114
Norm Quadratic Average: 11.702164649963379
Nearest Class Center Accuracy: 0.647

