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_0.003.pth.tar
Training Set:
Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.034602642059326
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: 7.189772605895996
Linear Weight Rank: 179
Intra Cos: 0.07876259833574295
Inter Cos: 0.005785531364381313
Norm Quadratic Average: 12.102933883666992
Nearest Class Center Accuracy: 0.86925

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.147661209106445
Linear Weight Rank: 179
Intra Cos: 0.11017964035272598
Inter Cos: 0.0016900768969208002
Norm Quadratic Average: 12.082374572753906
Nearest Class Center Accuracy: 0.91225

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.0657243728637695
Linear Weight Rank: 179
Intra Cos: 0.1311146765947342
Inter Cos: -0.003309591906145215
Norm Quadratic Average: 12.00434398651123
Nearest Class Center Accuracy: 0.943

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.046872615814209
Linear Weight Rank: 179
Intra Cos: 0.16408276557922363
Inter Cos: -0.005415164399892092
Norm Quadratic Average: 11.975602149963379
Nearest Class Center Accuracy: 0.9625

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.0462870597839355
Linear Weight Rank: 180
Intra Cos: 0.18791504204273224
Inter Cos: 0.0038412241265177727
Norm Quadratic Average: 11.942214012145996
Nearest Class Center Accuracy: 0.9835

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.014862537384033
Linear Weight Rank: 180
Intra Cos: 0.20584827661514282
Inter Cos: -0.011931008659303188
Norm Quadratic Average: 11.894484519958496
Nearest Class Center Accuracy: 0.993625

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.999204635620117
Linear Weight Rank: 179
Intra Cos: 0.22666248679161072
Inter Cos: -0.003087347373366356
Norm Quadratic Average: 11.92777156829834
Nearest Class Center Accuracy: 0.99875

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.0069732666015625
Linear Weight Rank: 179
Intra Cos: 0.299409955739975
Inter Cos: -0.014157682657241821
Norm Quadratic Average: 11.946125984191895
Nearest Class Center Accuracy: 1.0

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.00804328918457
Linear Weight Rank: 180
Intra Cos: 0.37358930706977844
Inter Cos: -0.037568505853414536
Norm Quadratic Average: 11.972745895385742
Nearest Class Center Accuracy: 1.0

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.972851753234863
Linear Weight Rank: 180
Intra Cos: 0.4896899163722992
Inter Cos: -0.06252306699752808
Norm Quadratic Average: 11.98304271697998
Nearest Class Center Accuracy: 1.0

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.7010173797607422
Linear Weight Rank: 4
Intra Cos: 0.6332433819770813
Inter Cos: -0.15915274620056152
Norm Quadratic Average: 12.08328628540039
Nearest Class Center Accuracy: 1.0

Output Layer:
Intra Cos: 0.982104480266571
Inter Cos: -0.19296392798423767
Norm Quadratic Average: 8.704377174377441
Nearest Class Center Accuracy: 1.0

Test Set:
Average Loss: 0.3707815923690796
Accuracy: 0.8875
NC1 Within Class Collapse: 0.9884363412857056
NC2 Equinorm: Features: 0.015510917641222477, Weights: 0.02134016528725624
NC2 Equiangle: Features: 0.1843562920888265, Weights: 0.11980840563774109
NC3 Self-Duality: 0.22520780563354492
NC4 NCC Mismatch: 0.008000000000000007

Layer 0: Linear(in_features=16, out_features=200, bias=True)
Linear Weight Norm: 7.034602642059326
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: 7.189772605895996
Linear Weight Rank: 179
Intra Cos: 0.07950179278850555
Inter Cos: 0.00701657822355628
Norm Quadratic Average: 12.093682289123535
Nearest Class Center Accuracy: 0.8755

Layer 2: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.147661209106445
Linear Weight Rank: 179
Intra Cos: 0.10616902261972427
Inter Cos: 0.0010200084652751684
Norm Quadratic Average: 12.122688293457031
Nearest Class Center Accuracy: 0.8985

Layer 3: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.0657243728637695
Linear Weight Rank: 179
Intra Cos: 0.12421098351478577
Inter Cos: 0.0014371410943567753
Norm Quadratic Average: 12.040450096130371
Nearest Class Center Accuracy: 0.9075

Layer 4: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.046872615814209
Linear Weight Rank: 179
Intra Cos: 0.153241828083992
Inter Cos: -0.0037059676833450794
Norm Quadratic Average: 12.007222175598145
Nearest Class Center Accuracy: 0.902

Layer 5: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.0462870597839355
Linear Weight Rank: 180
Intra Cos: 0.1690068542957306
Inter Cos: 0.008171776309609413
Norm Quadratic Average: 11.974915504455566
Nearest Class Center Accuracy: 0.9115

Layer 6: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.014862537384033
Linear Weight Rank: 180
Intra Cos: 0.1798890233039856
Inter Cos: -0.0037551987916231155
Norm Quadratic Average: 11.874900817871094
Nearest Class Center Accuracy: 0.9115

Layer 7: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.999204635620117
Linear Weight Rank: 179
Intra Cos: 0.18569058179855347
Inter Cos: 0.005435367114841938
Norm Quadratic Average: 11.821211814880371
Nearest Class Center Accuracy: 0.902

Layer 8: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.0069732666015625
Linear Weight Rank: 179
Intra Cos: 0.2224312722682953
Inter Cos: 0.0044822683557868
Norm Quadratic Average: 11.7728271484375
Nearest Class Center Accuracy: 0.897

Layer 9: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 7.00804328918457
Linear Weight Rank: 180
Intra Cos: 0.26306045055389404
Inter Cos: -0.006037124432623386
Norm Quadratic Average: 11.616722106933594
Nearest Class Center Accuracy: 0.8905

Layer 10: Linear(in_features=200, out_features=200, bias=True)
Linear Weight Norm: 6.972851753234863
Linear Weight Rank: 180
Intra Cos: 0.3363220989704132
Inter Cos: -0.016292618587613106
Norm Quadratic Average: 11.468659400939941
Nearest Class Center Accuracy: 0.8925

Layer 11: Linear(in_features=200, out_features=4, bias=True)
Linear Weight Norm: 1.7010173797607422
Linear Weight Rank: 4
Intra Cos: 0.421159952878952
Inter Cos: -0.06829480826854706
Norm Quadratic Average: 11.302840232849121
Nearest Class Center Accuracy: 0.8885

Output Layer:
Intra Cos: 0.740757167339325
Inter Cos: -0.08831555396318436
Norm Quadratic Average: 7.848836898803711
Nearest Class Center Accuracy: 0.8875

