Model save path: /content/drive/MyDrive/Neural Collapse/New_Models/bn_False_dataset_conic_epochs_200_lr_0.001_model_depth_MLP_12_model_type_MLP_rand_seed_314159_weight_decay_0.0001.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.125640869140625
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: 8.139545440673828
Linear Weight Rank: 179
Intra Cos: 0.06346548348665237
Inter Cos: 0.007469645701348782
Norm Quadratic Average: 4.841400146484375
Nearest Class Center Accuracy: 0.822125

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.158912658691406
Linear Weight Rank: 179
Intra Cos: 0.047029800713062286
Inter Cos: 0.004505180288106203
Norm Quadratic Average: 1.700026512145996
Nearest Class Center Accuracy: 0.743375

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.10042667388916
Linear Weight Rank: 179
Intra Cos: 0.03631044551730156
Inter Cos: 0.0026148096658289433
Norm Quadratic Average: 0.6221018433570862
Nearest Class Center Accuracy: 0.648625

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.109771728515625
Linear Weight Rank: 180
Intra Cos: 0.03275977447628975
Inter Cos: 0.006962442770600319
Norm Quadratic Average: 0.23675879836082458
Nearest Class Center Accuracy: 0.5995

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.131362915039062
Linear Weight Rank: 179
Intra Cos: 0.025380726903676987
Inter Cos: 0.009092633612453938
Norm Quadratic Average: 0.09366725385189056
Nearest Class Center Accuracy: 0.548

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.110339164733887
Linear Weight Rank: 180
Intra Cos: 0.0244666188955307
Inter Cos: 0.006590699777007103
Norm Quadratic Average: 0.03386811539530754
Nearest Class Center Accuracy: 0.53975

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.104775428771973
Linear Weight Rank: 179
Intra Cos: 0.021310999989509583
Inter Cos: 0.006425182800740004
Norm Quadratic Average: 0.014104108326137066
Nearest Class Center Accuracy: 0.50625

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.121843338012695
Linear Weight Rank: 179
Intra Cos: 0.027167147025465965
Inter Cos: 0.011751699261367321
Norm Quadratic Average: 0.005829924717545509
Nearest Class Center Accuracy: 0.492625

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.127594947814941
Linear Weight Rank: 180
Intra Cos: 0.027742769569158554
Inter Cos: 0.008686141110956669
Norm Quadratic Average: 0.0022051329724490643
Nearest Class Center Accuracy: 0.485

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.08862018585205
Linear Weight Rank: 180
Intra Cos: 0.02328200824558735
Inter Cos: 0.005900261923670769
Norm Quadratic Average: 0.0008889336022548378
Nearest Class Center Accuracy: 0.4585

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.14389169216156
Linear Weight Rank: 4
Intra Cos: 0.021804047748446465
Inter Cos: 0.004283065441995859
Norm Quadratic Average: 0.000336699333274737
Nearest Class Center Accuracy: 0.45875

Output Layer:
Intra Cos: 0.007305977400392294
Inter Cos: 0.013097303919494152
Norm Quadratic Average: 2.4691740691196173e-05
Nearest Class Center Accuracy: 0.328875

Test Set:
Average Loss: 1.3875069694519042
Accuracy: 0.257
NC1 Within Class Collapse: 76.70146179199219
NC2 Equinorm: Features: 0.09843023121356964, Weights: 0.022065579891204834
NC2 Equiangle: Features: 0.38230931758880615, Weights: 0.2856667439142863
NC3 Self-Duality: 1.985876441001892
NC4 NCC Mismatch: 0.736

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 8.125640869140625
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: 8.139545440673828
Linear Weight Rank: 179
Intra Cos: 0.06326005607843399
Inter Cos: 0.009232408367097378
Norm Quadratic Average: 4.834838390350342
Nearest Class Center Accuracy: 0.8235

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.158912658691406
Linear Weight Rank: 179
Intra Cos: 0.0461294911801815
Inter Cos: 0.005847319029271603
Norm Quadratic Average: 1.7001742124557495
Nearest Class Center Accuracy: 0.753

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.10042667388916
Linear Weight Rank: 179
Intra Cos: 0.03965552896261215
Inter Cos: 0.0026736536528915167
Norm Quadratic Average: 0.6214103102684021
Nearest Class Center Accuracy: 0.657

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.109771728515625
Linear Weight Rank: 180
Intra Cos: 0.03585062175989151
Inter Cos: 0.008011153899133205
Norm Quadratic Average: 0.2371547967195511
Nearest Class Center Accuracy: 0.62

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.131362915039062
Linear Weight Rank: 179
Intra Cos: 0.03160643205046654
Inter Cos: 0.012288487516343594
Norm Quadratic Average: 0.09373624622821808
Nearest Class Center Accuracy: 0.554

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.110339164733887
Linear Weight Rank: 180
Intra Cos: 0.02825235202908516
Inter Cos: 0.00919957272708416
Norm Quadratic Average: 0.03395364060997963
Nearest Class Center Accuracy: 0.538

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.104775428771973
Linear Weight Rank: 179
Intra Cos: 0.026750124990940094
Inter Cos: 0.006837508641183376
Norm Quadratic Average: 0.014146659523248672
Nearest Class Center Accuracy: 0.5195

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.121843338012695
Linear Weight Rank: 179
Intra Cos: 0.029007665812969208
Inter Cos: 0.010630386881530285
Norm Quadratic Average: 0.005849025212228298
Nearest Class Center Accuracy: 0.5105

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.127594947814941
Linear Weight Rank: 180
Intra Cos: 0.028289344161748886
Inter Cos: 0.006263709627091885
Norm Quadratic Average: 0.0022129055578261614
Nearest Class Center Accuracy: 0.507

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 8.08862018585205
Linear Weight Rank: 180
Intra Cos: 0.022341527044773102
Inter Cos: 0.009275759570300579
Norm Quadratic Average: 0.0008926455629989505
Nearest Class Center Accuracy: 0.4835

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.14389169216156
Linear Weight Rank: 4
Intra Cos: 0.021140029653906822
Inter Cos: 0.008582920767366886
Norm Quadratic Average: 0.0003382942813914269
Nearest Class Center Accuracy: 0.47

Output Layer:
Intra Cos: 0.013574251905083656
Inter Cos: 0.0205675158649683
Norm Quadratic Average: 2.453903289278969e-05
Nearest Class Center Accuracy: 0.3425

