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_338327_weight_decay_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.2011079788208
Linear Weight Rank: 16
Intra Cos: 0.07988918572664261
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: 8.318809509277344
Linear Weight Rank: 180
Intra Cos: 0.07395248860120773
Inter Cos: 0.0015655187889933586
Norm Quadratic Average: 14.033556938171387
Nearest Class Center Accuracy: 0.86

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.23304271697998
Linear Weight Rank: 179
Intra Cos: 0.10671927779912949
Inter Cos: 0.001486911904066801
Norm Quadratic Average: 14.037592887878418
Nearest Class Center Accuracy: 0.920875

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.184203147888184
Linear Weight Rank: 180
Intra Cos: 0.13510292768478394
Inter Cos: -0.0002754945307970047
Norm Quadratic Average: 13.99891185760498
Nearest Class Center Accuracy: 0.939375

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.18239974975586
Linear Weight Rank: 180
Intra Cos: 0.17234553396701813
Inter Cos: 0.010057847946882248
Norm Quadratic Average: 13.960463523864746
Nearest Class Center Accuracy: 0.96075

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.172811508178711
Linear Weight Rank: 179
Intra Cos: 0.18820318579673767
Inter Cos: 0.01136725302785635
Norm Quadratic Average: 13.967098236083984
Nearest Class Center Accuracy: 0.976875

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.142772674560547
Linear Weight Rank: 180
Intra Cos: 0.20689839124679565
Inter Cos: 0.004719742573797703
Norm Quadratic Average: 13.917905807495117
Nearest Class Center Accuracy: 0.99125

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.155129432678223
Linear Weight Rank: 179
Intra Cos: 0.22388455271720886
Inter Cos: -0.010531497187912464
Norm Quadratic Average: 13.884946823120117
Nearest Class Center Accuracy: 0.997375

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.145398139953613
Linear Weight Rank: 179
Intra Cos: 0.28867053985595703
Inter Cos: -0.02248861826956272
Norm Quadratic Average: 13.860095977783203
Nearest Class Center Accuracy: 0.999875

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.123251914978027
Linear Weight Rank: 180
Intra Cos: 0.33914104104042053
Inter Cos: -0.04111584275960922
Norm Quadratic Average: 13.845107078552246
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.134269714355469
Linear Weight Rank: 180
Intra Cos: 0.4207387864589691
Inter Cos: -0.049451082944869995
Norm Quadratic Average: 13.868358612060547
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8237446546554565
Linear Weight Rank: 4
Intra Cos: 0.5446167588233948
Inter Cos: -0.12281683087348938
Norm Quadratic Average: 14.015253067016602
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.974215030670166
Inter Cos: -0.15691694617271423
Norm Quadratic Average: 10.067728996276855
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.4219640007019043
Accuracy: 0.885
NC1 Within Class Collapse: 1.0966076850891113
NC2 Equinorm: Features: 0.03471687436103821, Weights: 0.01597113534808159
NC2 Equiangle: Features: 0.21449228127797446, Weights: 0.12641394138336182
NC3 Self-Duality: 0.25086650252342224
NC4 NCC Mismatch: 0.015499999999999958

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.2011079788208
Linear Weight Rank: 16
Intra Cos: 0.08033028990030289
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: 8.318809509277344
Linear Weight Rank: 180
Intra Cos: 0.07619047164916992
Inter Cos: 0.0047819665633141994
Norm Quadratic Average: 14.020994186401367
Nearest Class Center Accuracy: 0.8575

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.23304271697998
Linear Weight Rank: 179
Intra Cos: 0.10437048971652985
Inter Cos: 0.006511732004582882
Norm Quadratic Average: 14.0354585647583
Nearest Class Center Accuracy: 0.8965

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.184203147888184
Linear Weight Rank: 180
Intra Cos: 0.12830573320388794
Inter Cos: 0.005746989976614714
Norm Quadratic Average: 14.010664939880371
Nearest Class Center Accuracy: 0.905

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.18239974975586
Linear Weight Rank: 180
Intra Cos: 0.1569347381591797
Inter Cos: 0.015384567901492119
Norm Quadratic Average: 13.959358215332031
Nearest Class Center Accuracy: 0.9045

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.172811508178711
Linear Weight Rank: 179
Intra Cos: 0.1632416695356369
Inter Cos: 0.016463540494441986
Norm Quadratic Average: 13.938411712646484
Nearest Class Center Accuracy: 0.9

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.142772674560547
Linear Weight Rank: 180
Intra Cos: 0.18295533955097198
Inter Cos: 0.01149975135922432
Norm Quadratic Average: 13.83852481842041
Nearest Class Center Accuracy: 0.893

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.155129432678223
Linear Weight Rank: 179
Intra Cos: 0.18745988607406616
Inter Cos: 0.0031808638013899326
Norm Quadratic Average: 13.756741523742676
Nearest Class Center Accuracy: 0.8915

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.145398139953613
Linear Weight Rank: 179
Intra Cos: 0.218123197555542
Inter Cos: -0.013455057516694069
Norm Quadratic Average: 13.592233657836914
Nearest Class Center Accuracy: 0.8945

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.123251914978027
Linear Weight Rank: 180
Intra Cos: 0.23765994608402252
Inter Cos: -0.02173929661512375
Norm Quadratic Average: 13.433699607849121
Nearest Class Center Accuracy: 0.8925

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.134269714355469
Linear Weight Rank: 180
Intra Cos: 0.2952761650085449
Inter Cos: -0.02383348159492016
Norm Quadratic Average: 13.340993881225586
Nearest Class Center Accuracy: 0.89

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.8237446546554565
Linear Weight Rank: 4
Intra Cos: 0.35858073830604553
Inter Cos: -0.03316638618707657
Norm Quadratic Average: 13.23620891571045
Nearest Class Center Accuracy: 0.8895

Output Layer:
Intra Cos: 0.6866635084152222
Inter Cos: -0.029782898724079132
Norm Quadratic Average: 9.17234992980957
Nearest Class Center Accuracy: 0.887

